InĀ [1]:
# ATMS 305, Lab23: MapData3
# :: More mapping, backgrounds, contours, vectors
#
# The data is a forecast for a frontal passage through Illinois last November.
InĀ [2]:
# >> A. IMPORTs and INSTALLs
#  Import numpy, matplotlib.pyplot, and ...
#         Xarray, and scipy as sp, and import scipy.ndimage
#         ... and everything needed for Cartopy maps including the !pip commands
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib.image as img
import cartopy.feature as cfeature
import cartopy.crs as ccrs
import xarray as xr
import scipy as sp
import scipy.ndimage
InĀ [3]:
# >> B. Retrieve data and imagery files
#
# I recommend using wget -N -q ...to -only- download when the file is *N*ewer, and to do it *q*uietly.
#  (BUT if something doesn't work, remove the -q and run the cell again to see the error messages)
#
#  1. Download a Blue Marble image with no clouds - e.g.
#       https://eoimages.gsfc.nasa.gov/images/imagerecords/73000/73801/world.topo.bathy.200409.3x5400x2700.png
#  2. Download this Weather Research and Forecasting model (WRF) forecast data file from today:
#       rfd.atmos.uiuc.edu/305/Data/WRF_MonNov06/wrfout_d01_2023-11-09_00:00:00

!wget -q -N https://eoimages.gsfc.nasa.gov/images/imagerecords/73000/73801/world.topo.bathy.200409.3x5400x2700.png
!wget -q -N rfd.atmos.uiuc.edu/305/Data/WRF_MonNov06/wrfout_d01_2023-11-09_00:00:00
InĀ [4]:
# >> C. Regional map with Cartopy; nothing else (yet)
#
# 1. Start a somewhat large plt.figure(figsize= ...) for this plot; I used 15x12"
# 2. Use plt.axes() to begin a map with projection: PlateCarree
# 3. Add land, lakes, rivers (edgecolor='cyan'), borders (white, ':', edgecolor='black')
# 4. Add states and provinces, edgecolor='black', 1:10,000,000 scale, linewidth=0.5
# 5. Use this region: 110 to 80 W (west, negative, remember?) longitude, 32 to 50 N latitude
# 6. Add title:  C: Basemap
# 7. Run this cell a few times with LAKES transparency(alpha)= 0.0, 0.5, and 1.0
#      to see the impact.  For the final turn-in result, use alpha=0.5
# 8. Run this cell with states_provinces linewidth=2.0, before setting back to 0.5 .
# 9. Run this cell withOUT facecolor='none' for states; then put it back.  Use ^Z to undo!
# CHECK: map runs roughly from Colorado > Ohio west-east, and Texas to southern Canada.

fig = plt.figure(figsize=(15, 12))
ax = plt.axes(projection=ccrs.PlateCarree())

ax.add_feature(cfeature.LAND)
ax.add_feature(cfeature.LAKES, alpha=0.5, edgecolor='cyan')
ax.add_feature(cfeature.RIVERS, edgecolor='cyan')
ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='black')

states_provinces = cfeature.STATES.with_scale('10m')
ax.add_feature(states_provinces, edgecolor='black', linewidth=0.5, facecolor='none')

ax.set_extent([-110, -80, 32, 50], crs=ccrs.PlateCarree())
ax.set_title('C: Basemap')
Out[4]:
Text(0.5, 1.0, 'C: Basemap')
No description has been provided for this image
InĀ [5]:
# >> D. Regional map with Cartopy AND background image
#
# 1. Copy and paste the code from the previous cell.
# 2. Read in the Blue Marble image you chose earlier (using imread works).
# 3. Display the Blue Marble image as we have done previously.
# 4. Use this title:  D: Map with Blue Marble background
# 5. With this background, state lines can be difficult to see.
#    change edgecolor to white in BORDERS, and in adding states_provinces.

fig = plt.figure(figsize=(15, 12))
ax = plt.axes(projection=ccrs.PlateCarree())

world = img.imread("world.topo.bathy.200409.3x5400x2700.png")
ax.imshow(world, origin='upper', transform=ccrs.PlateCarree(), extent=[-180, 180, -90, 90])
ax.add_feature(cfeature.LAND)
ax.add_feature(cfeature.LAKES, alpha=0.5, edgecolor='white')
ax.add_feature(cfeature.RIVERS, edgecolor='cyan')
ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='white')

states_provinces = cfeature.STATES.with_scale('10m')
ax.add_feature(states_provinces, edgecolor='white', linewidth=0.5, facecolor='none')

ax.set_extent([-110, -80, 32, 50], crs=ccrs.PlateCarree())
ax.set_title('D: Map with Blue Marble background')
Out[5]:
Text(0.5, 1.0, 'D: Map with Blue Marble background')
No description has been provided for this image
InĀ [6]:
# >> E. OPEN WRF Forecast Data file ('wrfout...'); list contents
#
# 1. Open the WRF forecast data file with Xarray, DS = xr. .....
# 2. The data file is now "opened" so you need not open it again.  We'll read data soon!
# 3. Run just "DS" in the cell to see the contents.  The first field is named XLAT.
#    Click on the little triangle next to "Data variables:" to see ... everything.

DS = xr.load_dataset('wrfout_d01_2023-11-09_00%3A00%3A00')
DS
Out[6]:
<xarray.Dataset> Size: 100MB
Dimensions:                (Time: 1, south_north: 139, west_east: 155,
                            bottom_top: 50, bottom_top_stag: 51,
                            soil_layers_stag: 6, west_east_stag: 156,
                            south_north_stag: 140, seed_dim_stag: 2,
                            num_turb_layers: 7)
Coordinates:
    XLAT                   (Time, south_north, west_east) float32 86kB 34.63 ...
    XLONG                  (Time, south_north, west_east) float32 86kB -100.1...
    XTIME                  (Time) datetime64[ns] 8B 2023-11-09
    XLAT_U                 (Time, south_north, west_east_stag) float32 87kB 3...
    XLONG_U                (Time, south_north, west_east_stag) float32 87kB -...
    XLAT_V                 (Time, south_north_stag, west_east) float32 87kB 3...
    XLONG_V                (Time, south_north_stag, west_east) float32 87kB -...
Dimensions without coordinates: Time, south_north, west_east, bottom_top,
                                bottom_top_stag, soil_layers_stag,
                                west_east_stag, south_north_stag,
                                seed_dim_stag, num_turb_layers
Data variables: (12/246)
    Times                  (Time) |S19 19B b'2023-11-09_00:00:00'
    LU_INDEX               (Time, south_north, west_east) float32 86kB 10.0 ....
    ZNU                    (Time, bottom_top) float32 200B 0.9985 ... 0.0181
    ZNW                    (Time, bottom_top_stag) float32 204B 1.0 ... 0.0
    ZS                     (Time, soil_layers_stag) float32 24B 0.0 0.05 ... 3.0
    DZS                    (Time, soil_layers_stag) float32 24B 0.025 ... 0.7
    ...                     ...
    PCB                    (Time, south_north, west_east) float32 86kB 0.0 .....
    PC                     (Time, south_north, west_east) float32 86kB 0.0 .....
    LANDMASK               (Time, south_north, west_east) float32 86kB 1.0 .....
    LAKEMASK               (Time, south_north, west_east) float32 86kB 0.0 .....
    SST                    (Time, south_north, west_east) float32 86kB 280.3 ...
    SST_INPUT              (Time, south_north, west_east) float32 86kB 0.0 .....
Attributes: (12/134)
    TITLE:                            OUTPUT FROM WRF V4.3.3 MODEL
    START_DATE:                      2023-11-06_12:00:00
    SIMULATION_START_DATE:           2023-11-06_12:00:00
    WEST-EAST_GRID_DIMENSION:        156
    SOUTH-NORTH_GRID_DIMENSION:      140
    BOTTOM-TOP_GRID_DIMENSION:       51
    ...                              ...
    ISLAKE:                          21
    ISICE:                           15
    ISURBAN:                         13
    ISOILWATER:                      14
    HYBRID_OPT:                      2
    ETAC:                            0.2
xarray.Dataset
    • Time: 1
    • south_north: 139
    • west_east: 155
    • bottom_top: 50
    • bottom_top_stag: 51
    • soil_layers_stag: 6
    • west_east_stag: 156
    • south_north_stag: 140
    • seed_dim_stag: 2
    • num_turb_layers: 7
    • XLAT
      (Time, south_north, west_east)
      float32
      34.63 34.64 34.65 ... 45.79 45.78
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LATITUDE, SOUTH IS NEGATIVE
      units :
      degree_north
      stagger :
      array([[[34.634247, 34.641148, 34.64796 , ..., 34.64796 , 34.641148,
               34.634247],
              [34.714798, 34.7217  , 34.728516, ..., 34.728516, 34.7217  ,
               34.714798],
              [34.795353, 34.80226 , 34.809086, ..., 34.809086, 34.80226 ,
               34.795353],
              ...,
              [45.620567, 45.6287  , 45.636726, ..., 45.636726, 45.6287  ,
               45.620567],
              [45.701084, 45.709232, 45.71727 , ..., 45.71727 , 45.709232,
               45.701084],
              [45.781593, 45.78974 , 45.797787, ..., 45.797787, 45.78974 ,
               45.781593]]], dtype=float32)
    • XLONG
      (Time, south_north, west_east)
      float32
      -100.1 -99.98 ... -83.67 -83.55
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LONGITUDE, WEST IS NEGATIVE
      units :
      degree_east
      stagger :
      array([[[-100.07446 ,  -99.97656 ,  -99.87866 , ...,  -85.12134 ,
                -85.02344 ,  -84.92554 ],
              [-100.082886,  -99.98489 ,  -99.88687 , ...,  -85.11313 ,
                -85.01511 ,  -84.917114],
              [-100.09137 ,  -99.993256,  -99.89514 , ...,  -85.10486 ,
                -85.006744,  -84.90863 ],
              ...,
              [-101.42578 , -101.31064 , -101.195465, ...,  -83.804535,
                -83.68936 ,  -83.57422 ],
              [-101.4375  , -101.322205, -101.20691 , ...,  -83.79309 ,
                -83.677795,  -83.5625  ],
              [-101.44925 , -101.3338  , -101.21832 , ...,  -83.78168 ,
                -83.6662  ,  -83.55075 ]]], dtype=float32)
    • XTIME
      (Time)
      datetime64[ns]
      2023-11-09
      FieldType :
      104
      MemoryOrder :
      0
      description :
      minutes since 2023-11-06 12:00:00
      stagger :
      array(['2023-11-09T00:00:00.000000000'], dtype='datetime64[ns]')
    • XLAT_U
      (Time, south_north, west_east_stag)
      float32
      34.63 34.64 34.64 ... 45.79 45.78
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LATITUDE, SOUTH IS NEGATIVE
      units :
      degree_north
      stagger :
      X
      array([[[34.630764, 34.637707, 34.644558, ..., 34.644558, 34.637707,
               34.630764],
              [34.71131 , 34.718254, 34.72511 , ..., 34.72511 , 34.718254,
               34.71131 ],
              [34.791862, 34.79882 , 34.80569 , ..., 34.80569 , 34.79882 ,
               34.791862],
              ...,
              [45.616467, 45.624657, 45.63272 , ..., 45.63272 , 45.624657,
               45.616467],
              [45.696983, 45.705173, 45.713257, ..., 45.713257, 45.705173,
               45.696983],
              [45.777473, 45.785683, 45.793774, ..., 45.793774, 45.785683,
               45.777473]]], dtype=float32)
    • XLONG_U
      (Time, south_north, west_east_stag)
      float32
      -100.1 -100.0 ... -83.61 -83.49
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LONGITUDE, WEST IS NEGATIVE
      units :
      degree_east
      stagger :
      X
      array([[[-100.12341 , -100.02551 ,  -99.92761 , ...,  -85.07239 ,
                -84.97449 ,  -84.87659 ],
              [-100.1319  , -100.033905,  -99.93588 , ...,  -85.06412 ,
                -84.966095,  -84.8681  ],
              [-100.14041 , -100.0423  ,  -99.94418 , ...,  -85.05582 ,
                -84.9577  ,  -84.85959 ],
              ...,
              [-101.48334 , -101.368225, -101.25305 , ...,  -83.74695 ,
                -83.631775,  -83.51666 ],
              [-101.49515 , -101.37985 , -101.26456 , ...,  -83.73544 ,
                -83.62015 ,  -83.50485 ],
              [-101.50696 , -101.39154 , -101.27606 , ...,  -83.72394 ,
                -83.60846 ,  -83.49304 ]]], dtype=float32)
    • XLAT_V
      (Time, south_north_stag, west_east)
      float32
      34.59 34.6 34.61 ... 45.83 45.82
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LATITUDE, SOUTH IS NEGATIVE
      units :
      degree_north
      stagger :
      Y
      array([[[34.59398 , 34.60087 , 34.60767 , ..., 34.60767 , 34.60087 ,
               34.59398 ],
              [34.674526, 34.68142 , 34.688225, ..., 34.688225, 34.68142 ,
               34.674526],
              [34.75507 , 34.761982, 34.76881 , ..., 34.76881 , 34.761982,
               34.75507 ],
              ...,
              [45.660828, 45.668964, 45.676994, ..., 45.676994, 45.668964,
               45.660828],
              [45.741344, 45.74949 , 45.75753 , ..., 45.75753 , 45.74949 ,
               45.741344],
              [45.82184 , 45.829994, 45.838047, ..., 45.838047, 45.829994,
               45.82184 ]]], dtype=float32)
    • XLONG_V
      (Time, south_north_stag, west_east)
      float32
      -100.1 -99.97 ... -83.66 -83.54
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LONGITUDE, WEST IS NEGATIVE
      units :
      degree_east
      stagger :
      Y
      array([[[-100.07025 ,  -99.97241 ,  -99.87454 , ...,  -85.12546 ,
                -85.02759 ,  -84.92975 ],
              [-100.078674,  -99.98071 ,  -99.88275 , ...,  -85.11725 ,
                -85.01929 ,  -84.921326],
              [-100.08713 ,  -99.989075,  -99.89099 , ...,  -85.10901 ,
                -85.010925,  -84.91287 ],
              ...,
              [-101.43164 , -101.31641 , -101.20117 , ...,  -83.79883 ,
                -83.68359 ,  -83.56836 ],
              [-101.44336 , -101.328   , -101.212616, ...,  -83.787384,
                -83.672   ,  -83.55664 ],
              [-101.45514 , -101.33963 , -101.22406 , ...,  -83.77594 ,
                -83.66037 ,  -83.54486 ]]], dtype=float32)
    • Times
      (Time)
      |S19
      b'2023-11-09_00:00:00'
      array([b'2023-11-09_00:00:00'], dtype='|S19')
    • LU_INDEX
      (Time, south_north, west_east)
      float32
      10.0 10.0 10.0 ... 17.0 17.0 17.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LAND USE CATEGORY
      units :
      stagger :
      array([[[10., 10., 10., ...,  4.,  4.,  5.],
              [10., 10., 10., ...,  4.,  4.,  4.],
              [10., 10., 10., ...,  4.,  4., 14.],
              ...,
              [10., 10., 10., ..., 17., 17., 17.],
              [10., 10., 10., ..., 17., 17., 17.],
              [10., 10., 10., ..., 17., 17., 17.]]], dtype=float32)
    • ZNU
      (Time, bottom_top)
      float32
      0.9985 0.9952 ... 0.0583 0.0181
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      eta values on half (mass) levels
      units :
      stagger :
      array([[0.99845004, 0.99520004, 0.9917    , 0.98800004, 0.9841    ,
              0.9799    , 0.9754    , 0.97065   , 0.96555   , 0.9601    ,
              0.95430005, 0.94815004, 0.94159997, 0.9347    , 0.9276    ,
              0.92025   , 0.91265   , 0.9048    , 0.89664996, 0.88825   ,
              0.8796    , 0.87065   , 0.8614    , 0.8519    , 0.8421    ,
              0.8316    , 0.8201    , 0.80745006, 0.79355   , 0.77835   ,
              0.76175   , 0.7436    , 0.7238    , 0.7023    , 0.67895   ,
              0.6537    , 0.62645   , 0.59645   , 0.5629    , 0.52559996,
              0.4845    , 0.43954998, 0.39085   , 0.33875   , 0.28385   ,
              0.227     , 0.16605   , 0.10715   , 0.0583    , 0.0181    ]],
            dtype=float32)
    • ZNW
      (Time, bottom_top_stag)
      float32
      1.0 0.9969 0.9935 ... 0.0362 0.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      eta values on full (w) levels
      units :
      stagger :
      Z
      array([[1.    , 0.9969, 0.9935, 0.9899, 0.9861, 0.9821, 0.9777, 0.9731,
              0.9682, 0.9629, 0.9573, 0.9513, 0.945 , 0.9382, 0.9312, 0.924 ,
              0.9165, 0.9088, 0.9008, 0.8925, 0.884 , 0.8752, 0.8661, 0.8567,
              0.8471, 0.8371, 0.8261, 0.8141, 0.8008, 0.7863, 0.7704, 0.7531,
              0.7341, 0.7135, 0.6911, 0.6668, 0.6406, 0.6123, 0.5806, 0.5452,
              0.506 , 0.463 , 0.4161, 0.3656, 0.3119, 0.2558, 0.1982, 0.1339,
              0.0804, 0.0362, 0.    ]], dtype=float32)
    • ZS
      (Time, soil_layers_stag)
      float32
      0.0 0.05 0.2 0.4 1.6 3.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      DEPTHS OF CENTERS OF SOIL LAYERS
      units :
      m
      stagger :
      Z
      array([[0.  , 0.05, 0.2 , 0.4 , 1.6 , 3.  ]], dtype=float32)
    • DZS
      (Time, soil_layers_stag)
      float32
      0.025 0.125 0.175 0.7 1.3 0.7
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      THICKNESSES OF SOIL LAYERS
      units :
      m
      stagger :
      Z
      array([[0.025     , 0.125     , 0.17500001, 0.7       , 1.3       ,
              0.70000005]], dtype=float32)
    • VAR_SSO
      (Time, south_north, west_east)
      float32
      556.5 679.0 567.5 ... 37.27 60.86
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      variance of subgrid-scale orography
      units :
      m2
      stagger :
      array([[[ 556.5     ,  679.      ,  567.45337 , ..., 3894.663   ,
               3039.6123  ,  480.23434 ],
              [ 556.5     ,  679.      ,  857.0427  , ..., 2891.1885  ,
               2090.0757  ,  282.60394 ],
              [ 731.8666  ,  689.5     ,  751.82104 , ..., 2116.5083  ,
               1458.1168  , 1289.7505  ],
              ...,
              [ 468.38885 ,  438.02905 ,  557.47217 , ...,    0.      ,
                  0.      ,    0.      ],
              [ 513.5238  ,  495.19214 ,  626.0006  , ...,    0.      ,
                  0.      ,    0.      ],
              [ 533.58215 ,  537.87585 ,  621.35693 , ...,   25.58841 ,
                 37.268562,   60.858982]]], dtype=float32)
    • U
      (Time, bottom_top, south_north, west_east_stag)
      float32
      -2.431 -2.685 ... 21.29 21.45
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      x-wind component
      units :
      m s-1
      stagger :
      X
      array([[[[ -2.4314182 ,  -2.6851916 ,  -2.9336965 , ...,  -0.5590554 ,
                 -0.70720595,  -0.7250292 ],
               [ -2.779435  ,  -3.6897714 ,  -3.567276  , ...,  -0.55209804,
                 -0.6926069 ,  -0.7622116 ],
               [ -3.1675167 ,  -3.399229  ,  -3.912483  , ...,  -0.4725785 ,
                 -0.6895631 ,  -0.71973246],
               ...,
               [  6.7189236 ,   6.2508655 ,   6.056084  , ..., -11.147995  ,
                -10.678622  , -11.413327  ],
               [  6.6505594 ,   6.180215  ,   5.9522605 , ..., -10.559894  ,
                -10.163831  , -10.650618  ],
               [  6.727445  ,   6.6714478 ,   6.6065807 , ...,  -8.887334  ,
                 -9.235625  ,  -9.681018  ]],
      
              [[ -2.7402022 ,  -3.0282009 ,  -3.2991996 , ...,  -0.61095154,
                 -0.7653225 ,  -0.7671429 ],
               [ -3.1102414 ,  -4.68225   ,  -4.536458  , ...,  -0.7092443 ,
                 -0.91074485,  -0.81158185],
               [ -3.4715483 ,  -4.3932867 ,  -4.879944  , ...,  -0.6722427 ,
                 -0.9377661 ,  -0.74055403],
      ...
               [ 29.246576  ,  29.918304  ,  30.292305  , ...,  38.629715  ,
                 37.251686  ,  38.26742   ],
               [ 29.211803  ,  29.609137  ,  29.893177  , ...,  38.82537   ,
                 37.89127   ,  38.37883   ],
               [ 29.160797  ,  29.344358  ,  29.502407  , ...,  38.383247  ,
                 38.361115  ,  38.50959   ]],
      
              [[ 11.180446  ,  11.235886  ,  11.342569  , ...,  16.51123   ,
                 16.720215  ,  16.900934  ],
               [  9.865337  ,  10.140783  ,  10.24402   , ...,  16.706104  ,
                 16.854914  ,  17.169992  ],
               [  8.492018  ,   8.757873  ,   8.943589  , ...,  17.017267  ,
                 17.163305  ,  17.467659  ],
               ...,
               [ 22.50374   ,  23.597332  ,  23.664948  , ...,  19.864283  ,
                 20.283754  ,  21.516727  ],
               [ 22.554472  ,  23.161179  ,  23.190126  , ...,  20.219233  ,
                 20.567225  ,  21.468138  ],
               [ 22.587421  ,  22.50016   ,  22.450745  , ...,  21.031607  ,
                 21.29093   ,  21.44874   ]]]], dtype=float32)
    • V
      (Time, bottom_top, south_north_stag, west_east)
      float32
      -6.514 -6.679 ... 2.904 2.636
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      y-wind component
      units :
      m s-1
      stagger :
      Y
      array([[[[ -6.513573  ,  -6.6787324 ,  -6.9008136 , ...,   4.080724  ,
                  3.7344854 ,   2.8818746 ],
               [ -7.334009  ,  -8.318489  ,  -8.827597  , ...,   3.0810041 ,
                  2.9348083 ,   2.9368856 ],
               [ -8.244731  ,  -8.006836  ,  -8.207961  , ...,   2.9621353 ,
                  2.9259567 ,   3.034932  ],
               ...,
               [ -4.742337  ,  -4.0719266 ,  -3.8803647 , ...,   4.939306  ,
                  4.8622794 ,   4.5000157 ],
               [ -4.7113686 ,  -4.185578  ,  -4.089974  , ...,   4.023614  ,
                  4.136803  ,   3.783385  ],
               [ -4.6855254 ,  -4.6092925 ,  -4.4978867 , ...,   3.1359513 ,
                  3.0825446 ,   3.0932627 ]],
      
              [[ -7.154907  ,  -7.322569  ,  -7.5227776 , ...,   4.869921  ,
                  4.4591966 ,   3.3611128 ],
               [ -8.057841  , -10.293266  , -10.764858  , ...,   4.6144066 ,
                  4.3487425 ,   3.339688  ],
               [ -9.007014  ,  -9.931259  , -10.312597  , ...,   4.552372  ,
                  4.312955  ,   3.3273695 ],
      ...
               [  0.17675528,   0.3141809 ,   0.3837426 , ...,   1.1131543 ,
                  0.24476507,   3.098233  ],
               [  0.32338482,   0.5421263 ,   0.6224416 , ...,   1.7780316 ,
                  1.1018296 ,   3.0565429 ],
               [  0.44864687,   0.5733866 ,   0.67619485, ...,   2.468007  ,
                  2.6840603 ,   2.993521  ]],
      
              [[ -3.4518838 ,  -3.4232514 ,  -3.3997848 , ...,   0.05236144,
                 -0.32898155,  -0.6610325 ],
               [ -3.4900613 ,  -3.2335289 ,  -3.1838095 , ...,   0.5254344 ,
                  0.47791934,  -0.78068143],
               [ -3.5935552 ,  -3.364741  ,  -3.3178148 , ...,   0.3459262 ,
                  0.36941588,  -0.8358281 ],
               ...,
               [  5.813383  ,   5.6518908 ,   5.470049  , ...,   2.1155682 ,
                  2.4472346 ,   2.0034165 ],
               [  5.7511015 ,   5.597706  ,   5.4356456 , ...,   1.8582475 ,
                  2.1516728 ,   2.3200355 ],
               [  5.621067  ,   5.639477  ,   5.6340785 , ...,   3.1676419 ,
                  2.9043136 ,   2.635525  ]]]], dtype=float32)
    • W
      (Time, bottom_top_stag, south_north, west_east)
      float32
      -0.009843 -0.008127 ... -0.0007787
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      z-wind component
      units :
      m s-1
      stagger :
      Z
      array([[[[-9.84312501e-03, -8.12690426e-03, -6.45182235e-03, ...,
                 2.70835269e-04,  3.03293066e-03,  2.15883623e-03],
               [-2.59402096e-02, -2.02583820e-02, -1.69413481e-02, ...,
                -2.05579959e-03,  6.81947335e-04,  8.87806120e-04],
               [-2.37857718e-02, -1.49811972e-02, -1.22235809e-02, ...,
                -3.82220466e-03, -9.27760266e-06,  2.22426769e-03],
               ...,
               [ 1.18585415e-02,  4.79734316e-03,  9.33189876e-04, ...,
                -1.04630482e-04,  1.71157531e-04,  6.08515620e-05],
               [ 1.08175096e-03, -2.61882646e-03, -2.74453149e-03, ...,
                -5.28558521e-05, -1.53021829e-04, -1.12816859e-04],
               [-7.58238230e-03, -1.00711295e-02, -6.59666536e-03, ...,
                 1.15696734e-04, -9.23491898e-05, -1.87928585e-04]],
      
              [[-3.10005303e-02, -3.12929824e-02, -3.43504474e-02, ...,
                -3.75625398e-03,  6.42996165e-04,  3.69535584e-04],
               [-2.74593420e-02, -2.81826779e-02, -3.13873105e-02, ...,
                -3.22768465e-03,  1.14210625e-03,  6.54922507e-04],
               [-1.69301145e-02, -1.89584009e-02, -2.75334027e-02, ...,
                -7.84612261e-03, -4.03380924e-04, -1.02293771e-03],
      ...
                -4.44316417e-02, -1.12177040e-02, -1.12180403e-02],
               [ 2.30206791e-02,  2.30180938e-02,  1.40939457e-02, ...,
                -5.17390901e-03,  7.79514667e-03,  7.79500278e-03],
               [ 2.30185185e-02,  2.30166763e-02,  1.40930433e-02, ...,
                -5.17460285e-03,  7.79625494e-03,  7.79619254e-03]],
      
              [[ 1.39970798e-03,  1.39969180e-03,  1.48435135e-03, ...,
                 7.95737200e-04,  1.98729787e-04,  1.98726935e-04],
               [ 1.39950961e-03,  1.39948982e-03,  1.48413517e-03, ...,
                 7.95620726e-04,  1.98704234e-04,  1.98709065e-04],
               [ 2.07288307e-03,  2.07283651e-03,  1.74525112e-03, ...,
                 1.08769012e-03,  6.29566784e-05,  6.29599890e-05],
               ...,
               [-8.06159154e-03, -8.06169584e-03, -3.37443687e-03, ...,
                 2.84283329e-03, -9.34546289e-04, -9.34543787e-04],
               [-4.28245962e-03, -4.28252062e-03, -2.73556774e-03, ...,
                 4.35048714e-04, -7.78597139e-04, -7.78592133e-04],
               [-4.28302400e-03, -4.28307708e-03, -2.73592817e-03, ...,
                 4.35102527e-04, -7.78710702e-04, -7.78702437e-04]]]],
            dtype=float32)
    • PH
      (Time, bottom_top_stag, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 5.94e+03 5.949e+03
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      perturbation geopotential
      units :
      m2 s-2
      stagger :
      Z
      array([[[[   0.       ,    0.       ,    0.       , ...,    0.       ,
                   0.       ,    0.       ],
               [   0.       ,    0.       ,    0.       , ...,    0.       ,
                   0.       ,    0.       ],
               [   0.       ,    0.       ,    0.       , ...,    0.       ,
                   0.       ,    0.       ],
               ...,
               [   0.       ,    0.       ,    0.       , ...,    0.       ,
                   0.       ,    0.       ],
               [   0.       ,    0.       ,    0.       , ...,    0.       ,
                   0.       ,    0.       ],
               [   0.       ,    0.       ,    0.       , ...,    0.       ,
                   0.       ,    0.       ]],
      
              [[  11.982419 ,   12.027342 ,   12.056151 , ...,    8.188232 ,
                   8.062989 ,    7.7724614],
               [  11.126956 ,   10.051399 ,    9.701735 , ...,    8.01827  ,
                   7.929062 ,    7.8352065],
               [  10.229489 ,    9.312701 ,    8.54014  , ...,    7.84932  ,
                   7.8098054,    7.8747563],
      ...
               [3475.125    , 3454.0579   , 3445.8015   , ..., 4019.5454   ,
                4076.2114   , 4091.453    ],
               [3439.3125   , 3429.1055   , 3423.4949   , ..., 4013.1052   ,
                4044.526    , 4045.4844   ],
               [3403.094    , 3402.5781   , 3401.1719   , ..., 4008.2812   ,
                4007.4688   , 3998.1252   ]],
      
              [[6943.1875   , 6936.7344   , 6929.625    , ..., 6776.515    ,
                6775.6094   , 6778.4062   ],
               [6934.6724   , 6929.3174   , 6919.1084   , ..., 6758.0347   ,
                6753.085    , 6754.1562   ],
               [6922.4844   , 6916.3267   , 6906.1343   , ..., 6742.478    ,
                6733.9956   , 6731.438    ],
               ...,
               [5985.8286   , 5967.5913   , 5957.577    , ..., 5967.132    ,
                5950.3687   , 5983.0005   ],
               [5963.953    , 5958.081    , 5953.4185   , ..., 5949.4653   ,
                5940.0444   , 5966.4844   ],
               [5940.7812   , 5946.203    , 5945.9375   , ..., 5942.8438   ,
                5940.375    , 5948.797    ]]]], dtype=float32)
    • PHB
      (Time, bottom_top_stag, south_north, west_east)
      float32
      5.057e+03 4.926e+03 ... 1.952e+05
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      base-state geopotential
      units :
      m2 s-2
      stagger :
      Z
      array([[[[  5056.5728,   4926.4395,   4833.7456, ...,   3065.443 ,
                  2787.9622,   2223.5835],
               [  5351.9854,   5217.084 ,   5067.995 , ...,   3043.054 ,
                  2798.4133,   2222.5593],
               [  5721.92  ,   5573.0635,   5396.7983, ...,   2846.958 ,
                  2652.6238,   2175.4038],
               ...,
               [  6308.399 ,   6229.9023,   6150.9507, ...,   1714.284 ,
                  1717.1736,   1716.8126],
               [  6059.9194,   5998.003 ,   5886.9033, ...,   1716.7616,
                  1717.0277,   1715.6356],
               [  6202.7344,   6100.9224,   5983.341 , ...,   1710.494 ,
                  1707.5187,   1708.0891]],
      
              [[  5298.4756,   5168.4385,   5075.8115, ...,   3308.7366,
                  3031.4563,   2467.4639],
               [  5593.688 ,   5458.8755,   5309.892 , ...,   3286.3687,
                  3041.8923,   2466.4304],
               [  5963.3647,   5814.604 ,   5638.4683, ...,   3090.4023,
                  2896.2068,   2419.3088],
      ...
               [165201.19  , 165201.31  , 165201.3   , ..., 165203.66  ,
                165203.64  , 165203.64  ],
               [165201.31  , 165201.34  , 165201.4   , ..., 165203.67  ,
                165203.66  , 165203.69  ],
               [165201.27  , 165201.3   , 165201.38  , ..., 165203.69  ,
                165203.69  , 165203.69  ]],
      
              [[195246.5   , 195246.6   , 195246.62  , ..., 195247.56  ,
                195247.72  , 195248.03  ],
               [195246.34  , 195246.4   , 195246.53  , ..., 195247.6   ,
                195247.72  , 195248.03  ],
               [195246.19  , 195246.19  , 195246.34  , ..., 195247.66  ,
                195247.78  , 195248.06  ],
               ...,
               [195245.84  , 195245.97  , 195245.94  , ..., 195248.31  ,
                195248.28  , 195248.28  ],
               [195245.97  , 195246.    , 195246.06  , ..., 195248.31  ,
                195248.31  , 195248.34  ],
               [195245.9   , 195245.94  , 195246.03  , ..., 195248.34  ,
                195248.34  , 195248.34  ]]]], dtype=float32)
    • T
      (Time, bottom_top, south_north, west_east)
      float32
      3.468 3.501 3.487 ... 160.4 160.7
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      perturbation potential temperature theta-t0
      units :
      K
      stagger :
      array([[[[ 3.46841431e+00,  3.50125122e+00,  3.48657227e+00, ...,
                -4.35925293e+00, -4.52047729e+00, -5.05090332e+00],
               [ 2.63909912e+00,  9.55688477e-01,  2.64892578e-01, ...,
                -4.77764893e+00, -4.90414429e+00, -5.08663940e+00],
               [ 1.71890259e+00,  1.42150879e-01, -1.33660889e+00, ...,
                -5.14678955e+00, -5.18426514e+00, -5.14456177e+00],
               ...,
               [-1.88634338e+01, -1.94012756e+01, -1.95946960e+01, ...,
                -2.32787476e+01, -2.32048950e+01, -2.30192566e+01],
               [-1.89195251e+01, -1.95120544e+01, -1.96240540e+01, ...,
                -2.32769775e+01, -2.32198486e+01, -2.30665894e+01],
               [-1.92131348e+01, -1.93147888e+01, -1.92504272e+01, ...,
                -2.34009399e+01, -2.33426208e+01, -2.31981812e+01]],
      
              [[ 3.72726440e+00,  3.72494507e+00,  3.67565918e+00, ...,
                -4.12994385e+00, -4.25866699e+00, -4.83865356e+00],
               [ 2.85778809e+00,  1.48562622e+00,  7.70416260e-01, ...,
                -4.23916626e+00, -4.34252930e+00, -4.89077759e+00],
               [ 1.85607910e+00,  6.21948242e-01, -6.69250488e-01, ...,
                -4.43115234e+00, -4.55474854e+00, -5.06582642e+00],
      ...
                 1.09769226e+02,  1.10970764e+02,  1.10142456e+02],
               [ 1.15127380e+02,  1.14940033e+02,  1.14879395e+02, ...,
                 1.10387512e+02,  1.10985535e+02,  1.10082825e+02],
               [ 1.15265808e+02,  1.15278534e+02,  1.15302185e+02, ...,
                 1.11198792e+02,  1.10770111e+02,  1.10019470e+02]],
      
              [[ 1.41900116e+02,  1.41853546e+02,  1.41787292e+02, ...,
                 1.37012115e+02,  1.36966187e+02,  1.36921906e+02],
               [ 1.41998505e+02,  1.41935608e+02,  1.41807556e+02, ...,
                 1.37094116e+02,  1.36966217e+02,  1.36920105e+02],
               [ 1.42076843e+02,  1.41920929e+02,  1.41732208e+02, ...,
                 1.37212006e+02,  1.36998322e+02,  1.36867493e+02],
               ...,
               [ 1.68738098e+02,  1.68727417e+02,  1.68729980e+02, ...,
                 1.60671265e+02,  1.59577026e+02,  1.59824036e+02],
               [ 1.68938965e+02,  1.68970123e+02,  1.68995117e+02, ...,
                 1.60474426e+02,  1.59872955e+02,  1.60248444e+02],
               [ 1.69126404e+02,  1.69212036e+02,  1.69228485e+02, ...,
                 1.60443390e+02,  1.60419708e+02,  1.60675507e+02]]]],
            dtype=float32)
    • THM
      (Time, bottom_top, south_north, west_east)
      float32
      6.177 6.189 6.184 ... 160.4 160.7
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      either 1) pert moist pot temp=(1+Rv/Rd Qv)*(theta)-T0, or 2) pert dry pot temp=t
      units :
      K
      stagger :
      array([[[[ 6.17687893e+00,  6.18872118e+00,  6.18432570e+00, ...,
                 6.09741658e-02, -2.01721221e-01, -7.85064816e-01],
               [ 5.19836569e+00,  3.73275757e+00,  3.26080322e+00, ...,
                -1.88385010e-01, -4.05548096e-01, -6.98852718e-01],
               [ 4.18426418e+00,  2.91418457e+00,  1.92144775e+00, ...,
                -4.48516846e-01, -5.73516846e-01, -6.51092410e-01],
               ...,
               [-1.77282429e+01, -1.81519775e+01, -1.82918396e+01, ...,
                -2.13005371e+01, -2.12156982e+01, -2.09723186e+01],
               [-1.77685261e+01, -1.82576294e+01, -1.83329163e+01, ...,
                -2.13085938e+01, -2.12437439e+01, -2.10352802e+01],
               [-1.80524883e+01, -1.81489277e+01, -1.80774803e+01, ...,
                -2.14239197e+01, -2.13593159e+01, -2.11979408e+01]],
      
              [[ 6.39807081e+00,  6.37924194e+00,  6.34338427e+00, ...,
                 2.77710199e-01,  3.17383297e-02, -6.03515685e-01],
               [ 5.39413595e+00,  4.17755127e+00,  3.66528320e+00, ...,
                 2.67974854e-01,  6.34765625e-02, -5.37079096e-01],
               [ 4.31494093e+00,  3.31497192e+00,  2.42034912e+00, ...,
                 1.64031982e-01, -4.23583984e-02, -6.17034972e-01],
      ...
                 1.09770844e+02,  1.10972290e+02,  1.10144218e+02],
               [ 1.15128761e+02,  1.14941467e+02,  1.14880829e+02, ...,
                 1.10389038e+02,  1.10986969e+02,  1.10084473e+02],
               [ 1.15267242e+02,  1.15279968e+02,  1.15303619e+02, ...,
                 1.11200104e+02,  1.10771545e+02,  1.10021034e+02]],
      
              [[ 1.41902008e+02,  1.41855377e+02,  1.41789124e+02, ...,
                 1.37013977e+02,  1.36968170e+02,  1.36923950e+02],
               [ 1.42000458e+02,  1.41937500e+02,  1.41809448e+02, ...,
                 1.37095947e+02,  1.36968079e+02,  1.36922150e+02],
               [ 1.42078796e+02,  1.41922882e+02,  1.41734100e+02, ...,
                 1.37213837e+02,  1.37000183e+02,  1.36869537e+02],
               ...,
               [ 1.68739990e+02,  1.68729309e+02,  1.68731873e+02, ...,
                 1.60672424e+02,  1.59578186e+02,  1.59824982e+02],
               [ 1.68940857e+02,  1.68972076e+02,  1.68997070e+02, ...,
                 1.60475586e+02,  1.59874115e+02,  1.60249420e+02],
               [ 1.69128357e+02,  1.69213989e+02,  1.69230438e+02, ...,
                 1.60444550e+02,  1.60420807e+02,  1.60676544e+02]]]],
            dtype=float32)
    • HFX_FORCE
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      SCM ideal surface sensible heat flux
      units :
      W m-2
      stagger :
      array([0.], dtype=float32)
    • LH_FORCE
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      SCM ideal surface latent heat flux
      units :
      W m-2
      stagger :
      array([0.], dtype=float32)
    • TSK_FORCE
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      SCM ideal surface skin temperature
      units :
      W m-2
      stagger :
      array([0.], dtype=float32)
    • HFX_FORCE_TEND
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      SCM ideal surface sensible heat flux tendency
      units :
      W m-2 s-1
      stagger :
      array([0.], dtype=float32)
    • LH_FORCE_TEND
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      SCM ideal surface latent heat flux tendency
      units :
      W m-2 s-1
      stagger :
      array([0.], dtype=float32)
    • TSK_FORCE_TEND
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      SCM ideal surface skin temperature tendency
      units :
      W m-2 s-1
      stagger :
      array([0.], dtype=float32)
    • MU
      (Time, south_north, west_east)
      float32
      748.0 747.3 ... 1.084e+03 1.086e+03
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      perturbation dry air mass in column
      units :
      Pa
      stagger :
      array([[[ 748.0156 ,  747.2656 ,  747.9297 , ..., 1319.0703 ,
               1324.6719 , 1329.1484 ],
              [ 811.03906,  859.31915,  864.82184, ..., 1327.213  ,
               1332.3901 , 1314.4297 ],
              [ 876.60156,  914.9826 ,  923.68066, ..., 1311.8081 ,
               1317.1798 , 1300.9766 ],
              ...,
              [1590.9922 , 1587.577  , 1573.0391 , ..., 1053.5315 ,
               1067.203  , 1063.6562 ],
              [1594.3203 , 1591.1324 , 1577.8826 , ..., 1074.1964 ,
               1080.8679 , 1074.1953 ],
              [1575.3906 , 1563.8672 , 1552.4766 , ..., 1076.3984 ,
               1084.0234 , 1085.8828 ]]], dtype=float32)
    • MUB
      (Time, south_north, west_east)
      float32
      8.908e+04 8.922e+04 ... 9.297e+04
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      base state dry air mass in column
      units :
      Pa
      stagger :
      array([[[89075.2  , 89223.984, 89330.03 , ..., 91372.555, 91696.39 ,
               92357.766],
              [88738.24 , 88892.   , 89062.15 , ..., 91398.664, 91684.17 ,
               92358.97 ],
              [88317.695, 88486.71 , 88687.22 , ..., 91627.43 , 91854.625,
               92414.37 ],
              ...,
              [87654.164, 87742.74 , 87831.89 , ..., 92957.77 , 92954.36 ,
               92954.78 ],
              [87934.78 , 88004.82 , 88130.63 , ..., 92954.875, 92954.55 ,
               92956.19 ],
              [87773.4  , 87888.44 , 88021.414, ..., 92962.26 , 92965.805,
               92965.1  ]]], dtype=float32)
    • NEST_POS
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      -
      units :
      -
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • P
      (Time, bottom_top, south_north, west_east)
      float32
      972.1 972.9 ... 0.00293 0.001953
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      perturbation pressure
      units :
      Pa
      stagger :
      array([[[[ 9.72085938e+02,  9.72937500e+02,  9.75273438e+02, ...,
                 1.50896875e+03,  1.51350000e+03,  1.52057031e+03],
               [ 1.02596094e+03,  1.05722656e+03,  1.07174219e+03, ...,
                 1.50353125e+03,  1.50746875e+03,  1.51088281e+03],
               [ 1.08197656e+03,  1.10416406e+03,  1.11826562e+03, ...,
                 1.49297656e+03,  1.49699219e+03,  1.50163281e+03],
               ...,
               [ 1.62919531e+03,  1.60095312e+03,  1.59232031e+03, ...,
                 1.25213281e+03,  1.26824219e+03,  1.26678906e+03],
               [ 1.63303125e+03,  1.61032031e+03,  1.59752344e+03, ...,
                 1.26362500e+03,  1.28192969e+03,  1.27585938e+03],
               [ 1.61364062e+03,  1.60267188e+03,  1.59225000e+03, ...,
                 1.27412500e+03,  1.28275781e+03,  1.28603125e+03]],
      
              [[ 9.67945312e+02,  9.68851562e+02,  9.71039062e+02, ...,
                 1.50185938e+03,  1.50633594e+03,  1.51342969e+03],
               [ 1.02168750e+03,  1.05275781e+03,  1.06153125e+03, ...,
                 1.49620312e+03,  1.50025781e+03,  1.50363281e+03],
               [ 1.07749219e+03,  1.09923438e+03,  1.11797656e+03, ...,
                 1.48575781e+03,  1.48980469e+03,  1.49431250e+03],
      ...
                -3.17285156e+00, -1.70214844e+00,  1.36718750e-02],
               [ 1.36718750e-02, -1.91406250e-01, -5.42968750e-01, ...,
                -1.41601562e+00, -8.34960938e-01,  1.36718750e-02],
               [ 1.36718750e-02,  9.76562500e-03,  1.36718750e-02, ...,
                 1.36718750e-02,  9.76562500e-03,  9.76562500e-03]],
      
              [[ 4.39453125e-03,  1.95312500e-03,  4.88281250e-03, ...,
                 2.92968750e-03,  5.85937500e-03,  1.46484375e-03],
               [ 1.46484375e-03, -2.60742188e-01,  3.12500000e-02, ...,
                -5.32226562e-02, -3.12500000e-02,  5.85937500e-03],
               [ 4.39453125e-03, -1.40136719e-01,  2.23144531e-01, ...,
                -1.90429688e-02, -5.07812500e-02,  2.92968750e-03],
               ...,
               [ 1.46484375e-03, -1.02978516e+00, -4.68750000e-01, ...,
                 8.23242188e-01,  7.42187500e-02,  1.46484375e-03],
               [ 5.85937500e-03, -6.17675781e-01, -3.93554688e-01, ...,
                 1.12304688e-01, -1.66503906e-01,  2.92968750e-03],
               [ 4.39453125e-03,  4.88281250e-03,  1.95312500e-03, ...,
                 1.46484375e-03,  2.92968750e-03,  1.95312500e-03]]]],
            dtype=float32)
    • PB
      (Time, bottom_top, south_north, west_east)
      float32
      9.394e+04 9.409e+04 ... 6.72e+03
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      BASE STATE PRESSURE
      units :
      Pa
      stagger :
      array([[[[93937.2  , 94085.76 , 94191.63 , ..., 96230.97 , 96554.305,
                97214.65 ],
               [93600.77 , 93754.29 , 93924.17 , ..., 96257.04 , 96542.1  ,
                97215.84 ],
               [93180.88 , 93349.63 , 93549.83 , ..., 96485.445, 96712.29 ,
                97271.16 ],
               ...,
               [92518.38 , 92606.82 , 92695.836, ..., 97813.72 , 97810.305,
                97810.73 ],
               [92798.56 , 92868.49 , 92994.11 , ..., 97810.82 , 97810.49 ,
                97812.13 ],
               [92637.43 , 92752.29 , 92885.06 , ..., 97818.195, 97821.734,
                97821.03 ]],
      
              [[93647.98 , 93796.04 , 93901.57 , ..., 95934.17 , 96256.44 ,
                96914.6  ],
               [93312.66 , 93465.664, 93634.984, ..., 95960.16 , 96244.28 ,
                96915.8  ],
               [92894.15 , 93062.34 , 93261.88 , ..., 96187.81 , 96413.91 ,
                96970.93 ],
      ...
               [10538.5  , 10538.5  , 10538.5  , ..., 10538.5  , 10538.5  ,
                10538.5  ],
               [10538.5  , 10538.5  , 10538.5  , ..., 10538.5  , 10538.5  ,
                10538.5  ],
               [10538.5  , 10538.5  , 10538.5  , ..., 10538.5  , 10538.5  ,
                10538.5  ]],
      
              [[ 6719.5  ,  6719.5  ,  6719.5  , ...,  6719.5  ,  6719.5  ,
                 6719.5  ],
               [ 6719.5  ,  6719.5  ,  6719.5  , ...,  6719.5  ,  6719.5  ,
                 6719.5  ],
               [ 6719.5  ,  6719.5  ,  6719.5  , ...,  6719.5  ,  6719.5  ,
                 6719.5  ],
               ...,
               [ 6719.5  ,  6719.5  ,  6719.5  , ...,  6719.5  ,  6719.5  ,
                 6719.5  ],
               [ 6719.5  ,  6719.5  ,  6719.5  , ...,  6719.5  ,  6719.5  ,
                 6719.5  ],
               [ 6719.5  ,  6719.5  ,  6719.5  , ...,  6719.5  ,  6719.5  ,
                 6719.5  ]]]], dtype=float32)
    • FNM
      (Time, bottom_top)
      float32
      0.0 0.4769 0.4857 ... 0.5476 0.5498
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      upper weight for vertical stretching
      units :
      stagger :
      array([[0.        , 0.47691926, 0.48571622, 0.48648822, 0.48717734,
              0.47619015, 0.48889035, 0.484211  , 0.48038894, 0.48624173,
              0.48275825, 0.48780286, 0.48091745, 0.49275455, 0.49295658,
              0.48979425, 0.49342388, 0.49044427, 0.49079785, 0.4940484 ,
              0.49132806, 0.49162206, 0.49189052, 0.49473754, 0.48979574,
              0.4761894 , 0.47826245, 0.47430754, 0.47841692, 0.4769738 ,
              0.47891578, 0.47658426, 0.47979838, 0.47906905, 0.47965783,
              0.48118794, 0.48073348, 0.47166744, 0.47242862, 0.47453102,
              0.4768858 , 0.47830912, 0.4815195 , 0.48464495, 0.48907113,
              0.49340358, 0.47251847, 0.5458404 , 0.5475947 , 0.5497512 ]],
            dtype=float32)
    • FNP
      (Time, bottom_top)
      float32
      0.0 0.5231 0.5143 ... 0.4524 0.4502
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      lower weight for vertical stretching
      units :
      stagger :
      array([[0.        , 0.5230807 , 0.5142838 , 0.5135118 , 0.5128227 ,
              0.52380985, 0.51110965, 0.51578903, 0.51961106, 0.51375824,
              0.5172417 , 0.51219714, 0.51908255, 0.5072454 , 0.5070434 ,
              0.51020575, 0.5065761 , 0.50955576, 0.5092021 , 0.5059516 ,
              0.50867194, 0.50837797, 0.50810945, 0.5052625 , 0.51020426,
              0.5238106 , 0.5217376 , 0.52569246, 0.5215831 , 0.52302617,
              0.52108425, 0.52341574, 0.5202016 , 0.52093095, 0.5203422 ,
              0.51881206, 0.5192665 , 0.5283326 , 0.5275714 , 0.525469  ,
              0.5231142 , 0.5216909 , 0.5184805 , 0.51535505, 0.51092887,
              0.50659645, 0.5274815 , 0.45415962, 0.45240527, 0.4502488 ]],
            dtype=float32)
    • RDNW
      (Time, bottom_top)
      float32
      -322.6 -294.1 ... -22.62 -27.62
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      inverse d(eta) values between full (w) levels
      units :
      stagger :
      array([[-322.58295 , -294.11523 , -277.77768 , -263.15964 , -249.9995  ,
              -227.27196 , -217.39185 , -204.08252 , -188.67764 , -178.5722  ,
              -166.66716 , -158.72935 , -147.05891 , -142.85777 , -138.88884 ,
              -133.3324  , -129.8707  , -124.99975 , -120.481834, -117.64734 ,
              -113.63598 , -109.89059 , -106.382866, -104.16685 , -100.0001  ,
               -90.90878 ,  -83.33358 ,  -75.18796 ,  -68.965416,  -62.89302 ,
               -57.803436,  -52.631596,  -48.54378 ,  -44.642815,  -41.152298,
               -38.167946,  -35.335632,  -31.545786,  -28.248562,  -25.510199,
               -23.255823,  -21.32196 ,  -19.801977,  -18.621973,  -17.825317,
               -17.361109,  -15.552099,  -18.691587,  -22.624437,  -27.624308]],
            dtype=float32)
    • RDN
      (Time, bottom_top)
      float32
      0.0 -307.7 -285.7 ... -20.47 -24.88
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      inverse d(eta) values between half (mass) levels
      units :
      stagger :
      array([[   0.      , -307.69205 , -285.7131  , -270.27115 , -256.41083 ,
              -238.09459 , -222.22214 , -210.52704 , -196.07797 , -183.48589 ,
              -172.41441 , -162.60144 , -152.67143 , -144.9279  , -140.84535 ,
              -136.05391 , -131.57878 , -127.38868 , -122.69922 , -119.047714,
              -115.60687 , -111.7319  , -108.108284, -105.26319 , -102.040955,
               -95.23797 ,  -86.95651 ,  -79.05149 ,  -71.94238 ,  -65.78939 ,
               -60.240917,  -55.096413,  -50.505108,  -46.511646,  -42.826553,
               -39.60398 ,  -36.69722 ,  -33.333332,  -29.806265,  -26.809637,
               -24.330902,  -22.246944,  -20.533878,  -19.193857,  -18.21494 ,
               -17.59015 ,  -16.40689 ,  -16.977928,  -20.470829,  -24.875622]],
            dtype=float32)
    • DNW
      (Time, bottom_top)
      float32
      -0.0031 -0.0034 ... -0.0442 -0.0362
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      d(eta) values between full (w) levels
      units :
      stagger :
      array([[-0.00309998, -0.00340003, -0.0036    , -0.00379997, -0.00400001,
              -0.00440001, -0.00459999, -0.00489998, -0.00530005, -0.00559998,
              -0.00599998, -0.00630003, -0.0068    , -0.00699997, -0.0072    ,
              -0.00750005, -0.00769997, -0.00800002, -0.00830001, -0.00849998,
              -0.00880003, -0.00909996, -0.00940001, -0.00959998, -0.00999999,
              -0.01100004, -0.01199996, -0.0133    , -0.01450002, -0.01590002,
              -0.01730001, -0.01899999, -0.02059996, -0.02240002, -0.02429998,
              -0.0262    , -0.02830005, -0.03169996, -0.03540003, -0.03920001,
              -0.04299998, -0.0469    , -0.05050001, -0.0537    , -0.05609998,
              -0.05760001, -0.0643    , -0.0535    , -0.0442    , -0.0362    ]],
            dtype=float32)
    • DN
      (Time, bottom_top)
      float32
      0.0 -0.00325 ... -0.04885 -0.0402
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      d(eta) values between half (mass) levels
      units :
      stagger :
      array([[ 0.        , -0.00325   , -0.00350001, -0.00369999, -0.00389999,
              -0.00420001, -0.0045    , -0.00474998, -0.00510001, -0.00545001,
              -0.00579998, -0.00615001, -0.00655001, -0.00689998, -0.00709999,
              -0.00735003, -0.00760001, -0.00784999, -0.00815001, -0.00839999,
              -0.00865   , -0.00895   , -0.00924999, -0.0095    , -0.00979999,
              -0.01050001, -0.0115    , -0.01264998, -0.01390001, -0.01520002,
              -0.01660001, -0.01815   , -0.01979998, -0.02149999, -0.02335   ,
              -0.02524999, -0.02725002, -0.03      , -0.03354999, -0.03730002,
              -0.0411    , -0.04494999, -0.0487    , -0.0521    , -0.05489999,
              -0.05684999, -0.06095   , -0.0589    , -0.04885   , -0.0402    ]],
            dtype=float32)
    • CFN
      (Time)
      float32
      1.45
      FieldType :
      104
      MemoryOrder :
      0
      description :
      extrapolation constant
      units :
      stagger :
      array([1.4502488], dtype=float32)
    • CFN1
      (Time)
      float32
      -0.4502
      FieldType :
      104
      MemoryOrder :
      0
      description :
      extrapolation constant
      units :
      stagger :
      array([-0.4502488], dtype=float32)
    • THIS_IS_AN_IDEAL_RUN
      (Time)
      int32
      0
      FieldType :
      106
      MemoryOrder :
      0
      description :
      T/F flag: this is an ARW ideal simulation
      units :
      -
      stagger :
      array([0], dtype=int32)
    • P_HYD
      (Time, bottom_top, south_north, west_east)
      float32
      9.491e+04 9.506e+04 ... 6.72e+03
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      hydrostatic pressure
      units :
      Pa
      stagger :
      array([[[[94907.234 , 95056.516 , 95164.68  , ..., 97739.64  ,
                98067.516 , 98734.9   ],
               [94624.38  , 94829.81  , 95009.125 , ..., 97778.16  ,
                98067.17  , 98726.41  ],
               [94260.2   , 94472.34  , 94687.45  , ..., 97996.05  ,
                98226.94  , 98772.33  ],
               ...,
               [94146.45  , 94232.86  , 94308.3   , ..., 99086.08  ,
                99099.16  , 99092.41  ],
               [94430.484 , 94498.25  , 94611.58  , ..., 99095.53  ,
                99108.1   , 99100.56  ],
               [94249.92  , 94353.7   , 94475.95  , ..., 99102.05  ,
                99119.16  , 99121.85  ]],
      
              [[94613.945 , 94762.74  , 94870.55  , ..., 97435.7   ,
                97762.55  , 98427.75  ],
               [94332.08  , 94536.73  , 94715.33  , ..., 97474.02  ,
                97762.125 , 98419.22  ],
               [93969.125 , 94180.41  , 94394.55  , ..., 97691.13  ,
                97921.31  , 98464.945 ],
      ...
               [10538.514 , 10538.514 , 10538.514 , ..., 10538.511 ,
                10538.511 , 10538.51  ],
               [10538.514 , 10538.514 , 10538.514 , ..., 10538.511 ,
                10538.51  , 10538.51  ],
               [10538.514 , 10538.514 , 10538.514 , ..., 10538.51  ,
                10538.51  , 10538.51  ]],
      
              [[ 6719.505 ,  6719.505 ,  6719.505 , ...,  6719.505 ,
                 6719.505 ,  6719.505 ],
               [ 6719.505 ,  6719.505 ,  6719.505 , ...,  6719.505 ,
                 6719.505 ,  6719.505 ],
               [ 6719.505 ,  6719.505 ,  6719.505 , ...,  6719.505 ,
                 6719.505 ,  6719.505 ],
               ...,
               [ 6719.5044,  6719.5044,  6719.5044, ...,  6719.503 ,
                 6719.503 ,  6719.5024],
               [ 6719.5044,  6719.5044,  6719.505 , ...,  6719.503 ,
                 6719.503 ,  6719.5024],
               [ 6719.505 ,  6719.505 ,  6719.505 , ...,  6719.503 ,
                 6719.5024,  6719.5024]]]], dtype=float32)
    • Q2
      (Time, south_north, west_east)
      float32
      0.00583 0.005785 ... 0.004737
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      QV at 2 M
      units :
      kg kg-1
      stagger :
      array([[[0.00583037, 0.00578462, 0.00580712, ..., 0.00965977,
               0.00945038, 0.00930057],
              [0.0055091 , 0.00602887, 0.00651693, ..., 0.00995004,
               0.00976091, 0.0095498 ],
              [0.00526824, 0.00603248, 0.00712692, ..., 0.01015351,
               0.00999062, 0.00995584],
              ...,
              [0.00264152, 0.00291187, 0.00303854, ..., 0.00470613,
               0.00473065, 0.00485012],
              [0.00267829, 0.00292517, 0.00301157, ..., 0.00467394,
               0.00469554, 0.0048115 ],
              [0.00270322, 0.00271663, 0.00273287, ..., 0.00466818,
               0.00469074, 0.00473681]]], dtype=float32)
    • T2
      (Time, south_north, west_east)
      float32
      298.6 298.7 298.8 ... 276.5 276.7
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      TEMP at 2 M
      units :
      K
      stagger :
      array([[[298.569  , 298.73447, 298.81854, ..., 293.01202, 293.12958,
               293.23767],
              [297.62653, 295.6109 , 295.05658, ..., 292.6974 , 292.81873,
               293.1831 ],
              [296.49982, 294.43436, 292.80966, ..., 292.55386, 292.69748,
               292.32123],
              ...,
              [275.49017, 275.2071 , 275.13187, ..., 276.58533, 276.66626,
               276.84982],
              [275.6432 , 275.2846 , 275.25784, ..., 276.56705, 276.63907,
               276.80054],
              [275.30582, 275.29205, 275.45825, ..., 276.41763, 276.49963,
               276.66153]]], dtype=float32)
    • TH2
      (Time, south_north, west_east)
      float32
      302.9 303.0 303.0 ... 277.1 277.2
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      POT TEMP at 2 M
      units :
      K
      stagger :
      array([[[302.93384, 302.96567, 302.95245, ..., 294.80746, 294.64368,
               294.18164],
              [302.2353 , 300.00244, 299.2782 , ..., 294.4577 , 294.33145,
               294.13412],
              [301.42307, 299.13104, 297.28705, ..., 294.12616, 294.07272,
               293.23044],
              ...,
              [280.16132, 279.80002, 279.65958, ..., 277.1949 , 277.26553,
               277.4549 ],
              [280.07574, 279.65402, 279.53107, ..., 277.169  , 277.23114,
               277.399  ],
              [279.88596, 279.78394, 279.8493 , ..., 277.01407, 277.08258,
               277.24268]]], dtype=float32)
    • PSFC
      (Time, south_north, west_east)
      float32
      9.505e+04 9.52e+04 ... 9.927e+04
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SFC PRESSURE
      units :
      Pa
      stagger :
      array([[[95047.18 , 95196.68 , 95305.016, ..., 97884.62 , 98212.984,
               98881.41 ],
              [94763.85 , 94969.664, 95149.32 , ..., 97923.25 , 98212.69 ,
               98872.93 ],
              [94399.09 , 94611.65 , 94827.23 , ..., 98141.51 , 98372.74 ,
               98918.95 ],
              ...,
              [94285.06 , 94371.64 , 94447.21 , ..., 99232.45 , 99245.555,
               99238.8  ],
              [94569.55 , 94637.445, 94750.96 , ..., 99241.92 , 99254.51 ,
               99246.97 ],
              [94388.7  , 94492.66 , 94615.09 , ..., 99248.45 , 99265.586,
               99268.29 ]]], dtype=float32)
    • U10
      (Time, south_north, west_east)
      float32
      -2.354 -2.593 ... -8.953 -9.34
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      U at 10 M
      units :
      m s-1
      stagger :
      array([[[ -2.3544986 ,  -2.593285  ,  -2.8053076 , ...,  -0.35721004,
                -0.5629353 ,  -0.634699  ],
              [ -2.9922464 ,  -3.3544948 ,  -3.4082367 , ...,  -0.32933778,
                -0.555167  ,  -0.64979196],
              [ -3.0753973 ,  -3.4140978 ,  -3.8210123 , ...,  -0.33089167,
                -0.51219463,  -0.61931646],
              ...,
              [  6.2079153 ,   5.8941574 ,   5.9052906 , ..., -10.967494  ,
               -10.768659  , -10.882278  ],
              [  6.1437745 ,   5.8135586 ,   5.7298584 , ..., -10.43181   ,
               -10.253966  , -10.27989   ],
              [  6.4255176 ,   6.3652945 ,   6.303089  , ...,  -8.736104  ,
                -8.953374  ,  -9.339638  ]]], dtype=float32)
    • V10
      (Time, south_north, west_east)
      float32
      -6.487 -7.015 -7.36 ... 3.557 3.389
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      V at 10 M
      units :
      m s-1
      stagger :
      array([[[-6.4871683, -7.0147285, -7.36034  , ...,  3.2164643,
                2.9889357,  2.6016493],
              [-7.3321886, -7.623074 , -7.970021 , ...,  2.7031584,
                2.6195998,  2.6717582],
              [-8.091826 , -7.6388555, -7.7164965, ...,  2.5699492,
                2.5886164,  2.7826045],
              ...,
              [-4.5886693, -4.0085773, -3.8143735, ...,  5.0518417,
                4.985752 ,  4.6920557],
              [-4.530305 , -3.9434903, -3.8448453, ...,  4.4009194,
                4.42435  ,  4.078157 ],
              [-4.510087 , -4.2065372, -4.1420116, ...,  3.5222988,
                3.5568082,  3.38874  ]]], dtype=float32)
    • RDX
      (Time)
      float32
      0.0001111
      FieldType :
      104
      MemoryOrder :
      0
      description :
      INVERSE X GRID LENGTH
      units :
      m-1
      stagger :
      array([0.00011111], dtype=float32)
    • RDY
      (Time)
      float32
      0.0001111
      FieldType :
      104
      MemoryOrder :
      0
      description :
      INVERSE Y GRID LENGTH
      units :
      m-1
      stagger :
      array([0.00011111], dtype=float32)
    • AREA2D
      (Time, south_north, west_east)
      float32
      8.1e+07 8.1e+07 ... 8.1e+07 8.1e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Horizontal grid cell area, using dx, dy, and map factors
      units :
      m2
      stagger :
      array([[[81000000., 81000000., 81000000., ..., 81000000., 81000000.,
               81000000.],
              [81000000., 81000000., 81000000., ..., 81000000., 81000000.,
               81000000.],
              [81000000., 81000000., 81000000., ..., 81000000., 81000000.,
               81000000.],
              ...,
              [81000000., 81000000., 81000000., ..., 81000000., 81000000.,
               81000000.],
              [81000000., 81000000., 81000000., ..., 81000000., 81000000.,
               81000000.],
              [81000000., 81000000., 81000000., ..., 81000000., 81000000.,
               81000000.]]], dtype=float32)
    • DX2D
      (Time, south_north, west_east)
      float32
      9e+03 9e+03 9e+03 ... 9e+03 9e+03
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Horizontal grid distance: sqrt(area2d)
      units :
      m
      stagger :
      array([[[9000., 9000., 9000., ..., 9000., 9000., 9000.],
              [9000., 9000., 9000., ..., 9000., 9000., 9000.],
              [9000., 9000., 9000., ..., 9000., 9000., 9000.],
              ...,
              [9000., 9000., 9000., ..., 9000., 9000., 9000.],
              [9000., 9000., 9000., ..., 9000., 9000., 9000.],
              [9000., 9000., 9000., ..., 9000., 9000., 9000.]]], dtype=float32)
    • RESM
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      TIME WEIGHT CONSTANT FOR SMALL STEPS
      units :
      stagger :
      array([0.], dtype=float32)
    • ZETATOP
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      ZETA AT MODEL TOP
      units :
      stagger :
      array([0.], dtype=float32)
    • CF1
      (Time)
      float32
      1.936
      FieldType :
      104
      MemoryOrder :
      0
      description :
      2nd order extrapolation constant
      units :
      stagger :
      array([1.936174], dtype=float32)
    • CF2
      (Time)
      float32
      -1.363
      FieldType :
      104
      MemoryOrder :
      0
      description :
      2nd order extrapolation constant
      units :
      stagger :
      array([-1.3626236], dtype=float32)
    • CF3
      (Time)
      float32
      0.4264
      FieldType :
      104
      MemoryOrder :
      0
      description :
      2nd order extrapolation constant
      units :
      stagger :
      array([0.4264495], dtype=float32)
    • ITIMESTEP
      (Time)
      int32
      3006
      FieldType :
      106
      MemoryOrder :
      0
      description :
      units :
      stagger :
      array([3006], dtype=int32)
    • QVAPOR
      (Time, bottom_top, south_north, west_east)
      float32
      0.005549 0.005505 ... 1.412e-06
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Water vapor mixing ratio
      units :
      kg kg-1
      stagger :
      array([[[[5.5491775e-03, 5.5054803e-03, 5.5268663e-03, ...,
                9.2960391e-03, 9.0875505e-03, 8.9923302e-03],
               [5.2578095e-03, 5.7372046e-03, 6.2035774e-03, ...,
                9.6651735e-03, 9.4782552e-03, 9.2505403e-03],
               [5.0803553e-03, 5.7423301e-03, 6.7825601e-03, ...,
                9.9071246e-03, 9.7238291e-03, 9.4752219e-03],
               ...,
               [2.5105695e-03, 2.7681398e-03, 2.8888092e-03, ...,
                4.4447668e-03, 4.4682454e-03, 4.5948387e-03],
               [2.5460080e-03, 2.7806505e-03, 2.8632185e-03, ...,
                4.4226805e-03, 4.4390238e-03, 4.5606080e-03],
               [2.5700394e-03, 2.5825342e-03, 2.5976577e-03, ...,
                4.4440152e-03, 4.4571627e-03, 4.4929325e-03]],
      
              [[5.4673636e-03, 5.4335520e-03, 5.4619238e-03, ...,
                9.2623523e-03, 9.0199523e-03, 8.9211753e-03],
               [5.2069640e-03, 5.5515668e-03, 5.9842202e-03, ...,
                9.4749248e-03, 9.2655653e-03, 9.1726305e-03],
               [5.0646747e-03, 5.5697914e-03, 6.4175222e-03, ...,
                9.6662957e-03, 9.4961189e-03, 9.3785198e-03],
      ...
               [2.0908280e-06, 2.0963860e-06, 2.1010842e-06, ...,
                2.4199794e-06, 2.2864572e-06, 2.6760938e-06],
               [2.1080955e-06, 2.1127896e-06, 2.1164528e-06, ...,
                2.2706881e-06, 2.1426845e-06, 2.5378909e-06],
               [2.1268695e-06, 2.1285850e-06, 2.1317890e-06, ...,
                1.9685722e-06, 2.1307287e-06, 2.3835698e-06]],
      
              [[2.6378377e-06, 2.6115520e-06, 2.5880795e-06, ...,
                2.6991813e-06, 2.7985784e-06, 2.8678012e-06],
               [2.7096614e-06, 2.6847106e-06, 2.6535095e-06, ...,
                2.6097309e-06, 2.6836369e-06, 2.8665145e-06],
               [2.7737824e-06, 2.7389081e-06, 2.7027488e-06, ...,
                2.6056859e-06, 2.6615880e-06, 2.8550076e-06],
               ...,
               [2.5320201e-06, 2.5384170e-06, 2.5418201e-06, ...,
                1.5852842e-06, 1.5707013e-06, 1.2815070e-06],
               [2.5512616e-06, 2.5581635e-06, 2.5622735e-06, ...,
                1.5650975e-06, 1.5501591e-06, 1.3125107e-06],
               [2.5723359e-06, 2.5845063e-06, 2.5855531e-06, ...,
                1.5358138e-06, 1.4752376e-06, 1.4122164e-06]]]], dtype=float32)
    • QCLOUD
      (Time, bottom_top, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Cloud water mixing ratio
      units :
      kg kg-1
      stagger :
      array([[[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               ...,
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                1.0873842e-07, 5.9517689e-08, 5.9517689e-08]],
      
              [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
      ...
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],
      
              [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               ...,
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]]], dtype=float32)
    • QRAIN
      (Time, bottom_top, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Rain water mixing ratio
      units :
      kg kg-1
      stagger :
      array([[[[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               ...,
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                1.16011666e-04, 1.23270191e-04, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                8.26974720e-05, 9.26133871e-05, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                9.04028420e-05, 9.15603305e-05, 9.15603305e-05]],
      
              [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
      ...
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],
      
              [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               ...,
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
               [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
                0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],
            dtype=float32)
    • QICE
      (Time, bottom_top, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 2.036e-32 2.036e-32
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Ice mixing ratio
      units :
      kg kg-1
      stagger :
      array([[[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               ...,
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                1.1142045e-09, 1.4971583e-09, 1.4971583e-09]],
      
              [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
      ...
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 1.5480820e-30],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 3.9521639e-27],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                8.5903631e-24, 3.9521639e-27, 3.9521639e-27]],
      
              [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               ...,
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 3.6306054e-33],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 2.0357104e-32],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                1.2821281e-30, 2.0357104e-32, 2.0357104e-32]]]], dtype=float32)
    • QSNOW
      (Time, bottom_top, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 1.663e-35 1.663e-35
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Snow mixing ratio
      units :
      kg kg-1
      stagger :
      array([[[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               ...,
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00]],
      
              [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
      ...
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 4.9998317e-31],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                1.1005814e-27, 4.9998317e-31, 4.9998317e-31]],
      
              [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               ...,
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                0.0000000e+00, 0.0000000e+00, 1.6627075e-35],
               [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
                2.2304376e-34, 1.6627075e-35, 1.6627075e-35]]]], dtype=float32)
    • SHDMAX
      (Time, south_north, west_east)
      float32
      40.09 41.14 43.1 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ANNUAL MAX VEG FRACTION
      units :
      stagger :
      array([[[40.094826, 41.13793 , 43.096493, ..., 85.35397 , 85.62069 ,
               80.92241 ],
              [36.44737 , 37.903507, 39.097343, ..., 84.858406, 81.87156 ,
               77.6     ],
              [36.36283 , 41.535084, 41.01724 , ..., 81.534485, 81.22093 ,
               77.63441 ],
              ...,
              [45.641792, 47.17647 , 45.25926 , ...,  0.      ,  0.      ,
                0.      ],
              [44.257355, 45.69853 , 46.448524, ...,  0.      ,  0.      ,
                0.      ],
              [42.044777, 43.66418 , 45.333332, ...,  0.      ,  0.      ,
                0.      ]]], dtype=float32)
    • SHDMIN
      (Time, south_north, west_east)
      float32
      20.78 24.0 26.25 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ANNUAL MIN VEG FRACTION
      units :
      stagger :
      array([[[20.784483, 24.      , 26.245611, ..., 50.39823 , 44.068966,
               45.28448 ],
              [21.535088, 26.114035, 27.495575, ..., 48.106194, 42.669724,
               39.772728],
              [18.106195, 20.412281, 18.474138, ..., 42.922413, 42.965115,
               39.215054],
              ...,
              [15.701492, 14.874999, 15.792593, ...,  0.      ,  0.      ,
                0.      ],
              [14.860293, 14.573529, 14.242647, ...,  0.      ,  0.      ,
                0.      ],
              [14.552238, 14.350746, 14.      , ...,  0.      ,  0.      ,
                0.      ]]], dtype=float32)
    • SNOALB
      (Time, south_north, west_east)
      float32
      0.6308 0.7007 0.701 ... 0.08 0.08
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ANNUAL MAX SNOW ALBEDO IN FRACTION
      units :
      stagger :
      array([[[0.6307956 , 0.7006782 , 0.701     , ..., 0.36740482,
               0.3261664 , 0.31301033],
              [0.700204  , 0.69964874, 0.69992965, ..., 0.32570365,
               0.37763447, 0.35798824],
              [0.699     , 0.699     , 0.699     , ..., 0.41674846,
               0.3683952 , 0.47965088],
              ...,
              [0.6816856 , 0.7284148 , 0.76174295, ..., 0.08      ,
               0.08      , 0.08      ],
              [0.6562822 , 0.6346703 , 0.72003263, ..., 0.08      ,
               0.08      , 0.08      ],
              [0.6715832 , 0.6556206 , 0.7397033 , ..., 0.08      ,
               0.08      , 0.08      ]]], dtype=float32)
    • TSLB
      (Time, soil_layers_stag, south_north, west_east)
      float32
      297.4 297.5 297.6 ... 280.5 280.8
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      SOIL TEMPERATURE
      units :
      K
      stagger :
      Z
      array([[[[297.42044, 297.5478 , 297.6145 , ..., 289.9264 , 289.82736,
                289.6177 ],
               [296.7329 , 293.35422, 292.65863, ..., 289.74515, 289.6769 ,
                289.7577 ],
               [295.85944, 292.0272 , 289.53214, ..., 289.6818 , 289.73633,
                289.8229 ],
               ...,
               [273.2384 , 273.46426, 273.5187 , ..., 280.48535, 280.62457,
                280.7894 ],
               [273.34036, 273.4773 , 273.43756, ..., 280.41736, 280.5844 ,
                280.7787 ],
               [273.20493, 273.21582, 273.39972, ..., 280.34894, 280.54523,
                280.76898]],
      
              [[299.52423, 299.57455, 299.55862, ..., 291.45398, 291.44272,
                291.34723],
               [299.28473, 295.21887, 294.66418, ..., 291.39813, 291.37204,
                291.4061 ],
               [299.03558, 294.11893, 292.19073, ..., 291.3425 , 291.4021 ,
                291.48837],
      ...
               [283.80386, 283.82626, 283.87357, ..., 280.48535, 280.62457,
                280.7894 ],
               [283.94412, 284.01996, 284.0086 , ..., 280.41736, 280.5844 ,
                280.7787 ],
               [283.8104 , 283.8904 , 284.09592, ..., 280.34894, 280.54523,
                280.76898]],
      
              [[289.67224, 289.69342, 289.68866, ..., 286.75018, 286.9446 ,
                287.32825],
               [289.4303 , 289.45456, 289.4871 , ..., 286.73502, 286.90866,
                287.3008 ],
               [289.13937, 289.17273, 289.22324, ..., 286.8348 , 286.9761 ,
                287.30392],
               ...,
               [281.17606, 281.13333, 281.09155, ..., 280.48535, 280.62457,
                280.7894 ],
               [281.2657 , 281.213  , 281.19357, ..., 280.41736, 280.5844 ,
                280.7787 ],
               [281.09668, 281.0714 , 281.0573 , ..., 280.34894, 280.54523,
                280.76898]]]], dtype=float32)
    • SMOIS
      (Time, soil_layers_stag, south_north, west_east)
      float32
      0.06942 0.0712 0.07287 ... 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      SOIL MOISTURE
      units :
      m3 m-3
      stagger :
      Z
      array([[[[0.06942116, 0.07120028, 0.07287221, ..., 0.2645148 ,
                0.26738197, 0.276662  ],
               [0.06799699, 0.04998515, 0.05567526, ..., 0.2687325 ,
                0.26807994, 0.26882923],
               [0.06458052, 0.054952  , 0.08894303, ..., 0.27414188,
                0.27139002, 0.26514825],
               ...,
               [0.226888  , 0.19115391, 0.19442332, ..., 1.        ,
                1.        , 1.        ],
               [0.22957838, 0.2047045 , 0.23309827, ..., 1.        ,
                1.        , 1.        ],
               [0.21276328, 0.21474078, 0.25565732, ..., 1.        ,
                1.        , 1.        ]],
      
              [[0.15660524, 0.14303324, 0.14658625, ..., 0.26497155,
                0.26799205, 0.2770753 ],
               [0.1461622 , 0.10691277, 0.11003142, ..., 0.26892784,
                0.26844198, 0.2695033 ],
               [0.1384041 , 0.11358606, 0.12391276, ..., 0.27450144,
                0.27175358, 0.26567557],
      ...
               [0.15624428, 0.15644923, 0.15847534, ..., 1.        ,
                1.        , 1.        ],
               [0.15604115, 0.15934822, 0.16298233, ..., 1.        ,
                1.        , 1.        ],
               [0.15972057, 0.16463703, 0.16832365, ..., 1.        ,
                1.        , 1.        ]],
      
              [[0.19590385, 0.15695177, 0.13147765, ..., 0.2380982 ,
                0.24865049, 0.25626588],
               [0.19442523, 0.18303879, 0.17818278, ..., 0.2430884 ,
                0.24867916, 0.25333726],
               [0.1937768 , 0.21211515, 0.22926944, ..., 0.26260626,
                0.25464898, 0.25058925],
               ...,
               [0.15622829, 0.1564492 , 0.15844896, ..., 1.        ,
                1.        , 1.        ],
               [0.15600507, 0.15933703, 0.16256687, ..., 1.        ,
                1.        , 1.        ],
               [0.15965608, 0.16452113, 0.16832358, ..., 1.        ,
                1.        , 1.        ]]]], dtype=float32)
    • SH2O
      (Time, soil_layers_stag, south_north, west_east)
      float32
      0.06942 0.0712 0.07287 ... 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      SOIL LIQUID WATER
      units :
      m3 m-3
      stagger :
      Z
      array([[[[0.06942116, 0.07120028, 0.07287221, ..., 0.2645148 ,
                0.26738197, 0.276662  ],
               [0.06799699, 0.04998515, 0.05567526, ..., 0.2687325 ,
                0.26807994, 0.26882923],
               [0.06458052, 0.054952  , 0.08894303, ..., 0.27414188,
                0.27139002, 0.26514825],
               ...,
               [0.226888  , 0.19115329, 0.19442198, ..., 1.        ,
                1.        , 1.        ],
               [0.22957838, 0.2047045 , 0.23309827, ..., 1.        ,
                1.        , 1.        ],
               [0.21276328, 0.21474078, 0.25565732, ..., 1.        ,
                1.        , 1.        ]],
      
              [[0.15660524, 0.14303324, 0.14658625, ..., 0.26497155,
                0.26799205, 0.2770753 ],
               [0.1461622 , 0.10691277, 0.11003142, ..., 0.26892784,
                0.26844198, 0.2695033 ],
               [0.1384041 , 0.11358606, 0.12391276, ..., 0.27450144,
                0.27175358, 0.26567557],
      ...
               [0.15624426, 0.15644923, 0.15847532, ..., 1.        ,
                1.        , 1.        ],
               [0.15604112, 0.15934822, 0.16298199, ..., 1.        ,
                1.        , 1.        ],
               [0.15972054, 0.16463697, 0.16832365, ..., 1.        ,
                1.        , 1.        ]],
      
              [[0.19590385, 0.15695177, 0.13147765, ..., 0.2380982 ,
                0.24865049, 0.25626588],
               [0.19442523, 0.18303879, 0.17818278, ..., 0.2430884 ,
                0.24867916, 0.25333726],
               [0.1937768 , 0.21211515, 0.22926944, ..., 0.26260626,
                0.25464898, 0.25058925],
               ...,
               [0.15622829, 0.1564492 , 0.15844896, ..., 1.        ,
                1.        , 1.        ],
               [0.15600507, 0.15933703, 0.16256687, ..., 1.        ,
                1.        , 1.        ],
               [0.15965608, 0.16452113, 0.16832358, ..., 1.        ,
                1.        , 1.        ]]]], dtype=float32)
    • SEAICE
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SEA ICE FLAG
      units :
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • XICEM
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SEA ICE FLAG (PREVIOUS STEP)
      units :
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SFROFF
      (Time, south_north, west_east)
      float32
      0.04802 0.1054 0.1861 ... 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SURFACE RUNOFF
      units :
      mm
      stagger :
      array([[[4.80170101e-02, 1.05410919e-01, 1.86081439e-01, ...,
               3.10724646e-01, 1.95641160e-01, 2.16141239e-01],
              [4.38190848e-02, 7.34493486e-04, 1.20743818e-03, ...,
               2.70076931e-01, 1.95326358e-01, 1.85920328e-01],
              [2.74100471e-02, 1.20395904e-04, 1.91979605e-04, ...,
               1.72145203e-01, 1.95600420e-01, 1.64914012e-01],
              ...,
              [5.76719046e-02, 9.47803259e-03, 7.14891963e-03, ...,
               0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
              [5.19939288e-02, 1.13802413e-02, 6.64706326e+00, ...,
               0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
              [2.45190710e-02, 2.43165009e-02, 2.10984632e-01, ...,
               0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]], dtype=float32)
    • UDROFF
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      UNDERGROUND RUNOFF
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • IVGTYP
      (Time, south_north, west_east)
      int32
      10 10 10 10 10 ... 17 17 17 17 17
      FieldType :
      106
      MemoryOrder :
      XY
      description :
      DOMINANT VEGETATION CATEGORY
      units :
      stagger :
      array([[[10, 10, 10, ...,  4,  4,  5],
              [10, 10, 10, ...,  4,  4,  4],
              [10, 10, 10, ...,  4,  4, 14],
              ...,
              [10, 10, 10, ..., 17, 17, 17],
              [10, 10, 10, ..., 17, 17, 17],
              [10, 10, 10, ..., 17, 17, 17]]], dtype=int32)
    • ISLTYP
      (Time, south_north, west_east)
      int32
      9 9 9 9 9 9 9 ... 14 14 14 14 14 14
      FieldType :
      106
      MemoryOrder :
      XY
      description :
      DOMINANT SOIL CATEGORY
      units :
      stagger :
      array([[[ 9,  9,  9, ...,  4,  4,  4],
              [ 6,  1,  1, ...,  4,  4,  4],
              [ 6,  1,  1, ...,  4,  4,  4],
              ...,
              [ 3,  3,  3, ..., 14, 14, 14],
              [ 3,  3,  3, ..., 14, 14, 14],
              [ 3,  3,  6, ..., 14, 14, 14]]], dtype=int32)
    • VEGFRA
      (Time, south_north, west_east)
      float32
      28.85 31.71 34.88 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      VEGETATION FRACTION
      units :
      stagger :
      array([[[28.854837, 31.708012, 34.880302, ..., 64.983734, 62.178802,
               59.08036 ],
              [29.838144, 34.215336, 35.5992  , ..., 63.7939  , 59.839886,
               52.86276 ],
              [27.645163, 31.520092, 30.350945, ..., 58.744164, 59.27157 ,
               52.173084],
              ...,
              [22.379152, 21.509487, 23.066668, ...,  0.      ,  0.      ,
                0.      ],
              [21.785343, 21.796724, 21.2602  , ...,  0.      ,  0.      ,
                0.      ],
              [21.544535, 21.633123, 21.845398, ...,  0.      ,  0.      ,
                0.      ]]], dtype=float32)
    • GRDFLX
      (Time, south_north, west_east)
      float32
      30.79 28.42 27.8 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      GROUND HEAT FLUX
      units :
      W m-2
      stagger :
      array([[[30.793905, 28.419426, 27.798895, ..., 30.611849, 32.542763,
               35.405727],
              [35.771156, 35.153564, 40.032467, ..., 33.368958, 34.184814,
               33.29601 ],
              [42.56753 , 42.466995, 66.555084, ..., 33.848618, 33.789944,
               33.41462 ],
              ...,
              [66.571465, 64.20867 , 64.79899 , ...,  0.      ,  0.      ,
                0.      ],
              [65.09728 , 65.230156, 69.13395 , ...,  0.      ,  0.      ,
                0.      ],
              [63.461235, 64.274155, 61.09996 , ...,  0.      ,  0.      ,
                0.      ]]], dtype=float32)
    • ACGRDFLX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED GROUND HEAT FLUX
      units :
      J m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ACRUNOFF
      (Time, south_north, west_east)
      float32
      0.04802 0.1054 0.1861 ... 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED RUNOFF
      units :
      kg m-2
      stagger :
      array([[[4.80170101e-02, 1.05410919e-01, 1.86081439e-01, ...,
               3.10724646e-01, 1.95641160e-01, 2.16141239e-01],
              [4.38190848e-02, 7.34493486e-04, 1.20743818e-03, ...,
               2.70076931e-01, 1.95326358e-01, 1.85920328e-01],
              [2.74100471e-02, 1.20395904e-04, 1.91979605e-04, ...,
               1.72145203e-01, 1.95600420e-01, 1.64914012e-01],
              ...,
              [5.76719046e-02, 9.47803259e-03, 7.14891963e-03, ...,
               0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
              [5.19939288e-02, 1.13802413e-02, 6.64706326e+00, ...,
               0.00000000e+00, 0.00000000e+00, 0.00000000e+00],
              [2.45190710e-02, 2.43165009e-02, 2.10984632e-01, ...,
               0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]], dtype=float32)
    • ACSNOM
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED MELTED SNOW
      units :
      kg m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SNOW
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SNOW WATER EQUIVALENT
      units :
      kg m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SNOWH
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      PHYSICAL SNOW DEPTH
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • CANWAT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      CANOPY WATER
      units :
      kg m-2
      stagger :
      array([[[0.        , 0.        , 0.        , ..., 0.        ,
               0.        , 0.        ],
              [0.        , 0.        , 0.        , ..., 0.        ,
               0.        , 0.        ],
              [0.        , 0.        , 0.        , ..., 0.        ,
               0.        , 0.        ],
              ...,
              [0.34713465, 0.3604276 , 0.35571507, ..., 0.        ,
               0.        , 0.        ],
              [0.35688463, 0.3658532 , 0.3795545 , ..., 0.        ,
               0.        , 0.        ],
              [0.35389015, 0.35592362, 0.3533503 , ..., 0.        ,
               0.        , 0.        ]]], dtype=float32)
    • SSTSK
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SKIN SEA SURFACE TEMPERATURE
      units :
      K
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • COSZEN
      (Time, south_north, west_east)
      float32
      -0.08853 -0.0899 ... -0.3366
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      COS of SOLAR ZENITH ANGLE
      units :
      dimensionless
      stagger :
      array([[[-0.08853418, -0.08990467, -0.0912745 , ..., -0.2927608 ,
               -0.29406598, -0.29537046],
              [-0.08884641, -0.09021664, -0.09158684, ..., -0.29309952,
               -0.29440534, -0.29571012],
              [-0.08915766, -0.09052819, -0.09189858, ..., -0.2934391 ,
               -0.2947444 , -0.29604942],
              ...,
              [-0.1291401 , -0.13051182, -0.13188359, ..., -0.33347732,
               -0.33478433, -0.33609042],
              [-0.12942225, -0.13079408, -0.13216524, ..., -0.33373198,
               -0.33503836, -0.33634442],
              [-0.12970454, -0.131076  , -0.13244726, ..., -0.33398515,
               -0.3352917 , -0.33659783]]], dtype=float32)
    • RHOSNF
      (Time, south_north, west_east)
      float32
      -1e+03 -1e+03 ... -1e+03 -1e+03
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      DENSITY OF FROZEN PRECIP
      units :
      kg/m^3
      stagger :
      array([[[-1000., -1000., -1000., ..., -1000., -1000., -1000.],
              [-1000., -1000., -1000., ..., -1000., -1000., -1000.],
              [-1000., -1000., -1000., ..., -1000., -1000., -1000.],
              ...,
              [-1000.,   125.,   125., ..., -1000., -1000., -1000.],
              [-1000.,   125.,   125., ..., -1000., -1000., -1000.],
              [-1000., -1000., -1000., ..., -1000., -1000., -1000.]]],
            dtype=float32)
    • SNOWFALLAC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      RUN-TOTAL ACCUMULATED SNOWFALL [mm]
      units :
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [0.0000000e+00, 6.3672174e-13, 3.9139967e-12, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 4.3788969e-13, 6.9141004e-13, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)
    • LAI
      (Time, south_north, west_east)
      float32
      2.399 2.427 2.481 ... 0.01 0.01
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LEAF AREA INDEX
      units :
      m-2/m-2
      stagger :
      array([[[2.399419 , 2.4267964, 2.4806795, ..., 3.0477653, 3.0561273,
               5.1935563],
              [2.5188422, 2.6309612, 2.6406946, ..., 3.0520828, 3.0570972,
               3.0157213],
              [2.4893441, 2.4922469, 2.4930902, ..., 3.0443928, 3.0518115,
               3.9586394],
              ...,
              [2.231808 , 2.2166378, 2.2522979, ..., 0.01     , 0.01     ,
               0.01     ],
              [2.24259  , 2.2395806, 2.2273912, ..., 0.01     , 0.01     ,
               0.01     ],
              [2.2587276, 2.2536511, 2.2553313, ..., 0.01     , 0.01     ,
               0.01     ]]], dtype=float32)
    • U10E
      (Time, south_north, west_east)
      float32
      -2.672 -2.945 ... -8.953 -9.34
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Special U at 10 M from MYJSFC
      units :
      m s-1
      stagger :
      array([[[ -2.672277  ,  -2.9453757 ,  -3.1875556 , ...,  -0.47342473,
                -0.74201846,  -0.8300903 ],
              [ -3.4033418 ,  -3.802633  ,  -3.8645818 , ...,  -0.431891  ,
                -0.72677386,  -0.85111505],
              [ -3.5019743 ,  -3.8690608 ,  -4.3235774 , ...,  -0.43283567,
                -0.6704424 ,  -0.6861833 ],
              ...,
              [  7.026233  ,   6.6740637 ,   6.6888437 , ..., -10.967494  ,
               -10.768659  , -10.882278  ],
              [  6.9508862 ,   6.579491  ,   6.4825516 , ..., -10.43181   ,
               -10.253966  , -10.27989   ],
              [  7.2780232 ,   7.2071176 ,   7.1355844 , ...,  -8.736104  ,
                -8.953374  ,  -9.339638  ]]], dtype=float32)
    • V10E
      (Time, south_north, west_east)
      float32
      -7.363 -7.967 ... 3.557 3.389
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Special V at 10 M from MYJSFC
      units :
      m s-1
      stagger :
      array([[[-7.3627186, -7.967119 , -8.363252 , ...,  4.262909 ,
                3.9397876,  3.4025638],
              [-8.339535 , -8.641466 , -9.037166 , ...,  3.544901 ,
                3.4293401,  3.4995408],
              [-9.214214 , -8.65681  , -8.731422 , ...,  3.3617218,
                3.3883958,  3.0830388],
              ...,
              [-5.193541 , -4.538986 , -4.32049  , ...,  5.0518417,
                4.985752 ,  4.6920557],
              [-5.125454 , -4.4630423, -4.3499174, ...,  4.4009194,
                4.42435  ,  4.078157 ],
              [-5.1084633, -4.7628603, -4.6890774, ...,  3.5222988,
                3.5568082,  3.38874  ]]], dtype=float32)
    • VAR
      (Time, south_north, west_east)
      float32
      25.09 25.09 23.16 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      OROGRAPHIC VARIANCE
      units :
      stagger :
      array([[[25.095   , 25.095   , 23.164999, ..., 77.195   , 54.489998,
               54.489998],
              [25.095   , 25.095   , 23.164999, ..., 77.195   , 54.489998,
               54.489998],
              [24.949999, 22.529999, 22.425   , ..., 79.375   , 38.93    ,
               29.16    ],
              ...,
              [26.49    , 23.34    , 20.42    , ...,  0.      ,  0.      ,
                0.      ],
              [26.49    , 23.34    , 20.42    , ...,  0.      ,  0.      ,
                0.      ],
              [21.81    , 21.13    , 26.      , ...,  0.      ,  0.      ,
                0.      ]]], dtype=float32)
    • TKE_PBL
      (Time, bottom_top_stag, south_north, west_east)
      float32
      0.7613 0.9046 1.01 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      TKE from PBL
      units :
      m2 s-2
      stagger :
      Z
      array([[[[0.76134485, 0.9045927 , 1.0103823 , ..., 0.4809644 ,
                0.4086016 , 0.2992972 ],
               [1.0379353 , 1.0870095 , 1.1825666 , ..., 0.3156518 ,
                0.30132252, 0.31904614],
               [1.263686  , 1.0918553 , 1.1271374 , ..., 0.28060123,
                0.2924046 , 0.1       ],
               ...,
               [0.9105974 , 0.7821469 , 0.76489514, ..., 0.65265936,
                0.6269119 , 0.62454   ],
               [0.884458  , 0.7534087 , 0.7225862 , ..., 0.5604172 ,
                0.54373485, 0.5317979 ],
               [0.9536275 , 0.8953431 , 0.8724886 , ..., 0.36691022,
                0.38720053, 0.41604108]],
      
              [[0.14414106, 0.5938788 , 0.7148943 , ..., 0.3723641 ,
                0.31049374, 0.10940131],
               [0.6882396 , 0.851337  , 0.91627955, ..., 0.28093684,
                0.24999374, 0.11056949],
               [0.8711011 , 0.8497153 , 0.8632723 , ..., 0.25220293,
                0.24107036, 0.10000001],
      ...
               [0.1       , 0.1       , 0.1       , ..., 0.10000001,
                0.1       , 0.10000001],
               [0.1       , 0.1       , 0.1       , ..., 0.1       ,
                0.1       , 0.10000001],
               [0.1       , 0.1       , 0.1       , ..., 0.1       ,
                0.1       , 0.1       ]],
      
              [[0.        , 0.        , 0.        , ..., 0.        ,
                0.        , 0.        ],
               [0.        , 0.        , 0.        , ..., 0.        ,
                0.        , 0.        ],
               [0.        , 0.        , 0.        , ..., 0.        ,
                0.        , 0.        ],
               ...,
               [0.        , 0.        , 0.        , ..., 0.        ,
                0.        , 0.        ],
               [0.        , 0.        , 0.        , ..., 0.        ,
                0.        , 0.        ],
               [0.        , 0.        , 0.        , ..., 0.        ,
                0.        , 0.        ]]]], dtype=float32)
    • EL_PBL
      (Time, bottom_top_stag, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Length scale from PBL
      units :
      m
      stagger :
      Z
      array([[[[ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               ...,
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ]],
      
              [[ 0.32     ,  8.050265 ,  9.697603 , ...,  8.711922 ,
                 8.737943 ,  0.32     ],
               [ 9.112366 ,  8.920666 ,  8.766216 , ...,  8.90392  ,
                 8.779965 ,  0.32     ],
               [ 9.060072 ,  8.887457 ,  8.722629 , ...,  8.913081 ,
                 8.922084 ,  0.32     ],
      ...
               [ 0.32     ,  0.32     ,  0.32     , ...,  0.32     ,
                 0.32     ,  0.32     ],
               [ 0.32     ,  0.32     ,  0.32     , ...,  0.32     ,
                 0.32     ,  0.32     ],
               [ 0.32     ,  0.32     ,  0.32     , ...,  0.32     ,
                 0.32     ,  0.32     ]],
      
              [[ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               ...,
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ],
               [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                 0.       ,  0.       ]]]], dtype=float32)
    • MAPFAC_M
      (Time, south_north, west_east)
      float32
      1.001 1.001 1.001 ... 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on mass grid
      units :
      stagger :
      array([[[1.0013992, 1.0013872, 1.0013752, ..., 1.0013752, 1.0013872,
               1.0013992],
              [1.0012598, 1.001248 , 1.0012362, ..., 1.0012362, 1.001248 ,
               1.0012598],
              [1.0011225, 1.0011107, 1.0010992, ..., 1.0010992, 1.0011107,
               1.0011225],
              ...,
              [1.0001913, 1.0002044, 1.0002176, ..., 1.0002176, 1.0002044,
               1.0001913],
              [1.0003221, 1.0003356, 1.0003487, ..., 1.0003487, 1.0003356,
               1.0003221],
              [1.0004549, 1.0004684, 1.0004817, ..., 1.0004817, 1.0004684,
               1.0004549]]], dtype=float32)
    • MAPFAC_U
      (Time, south_north, west_east_stag)
      float32
      1.001 1.001 1.001 ... 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on u-grid
      units :
      stagger :
      X
      array([[[1.0014052, 1.0013931, 1.0013812, ..., 1.0013812, 1.0013931,
               1.0014052],
              [1.0012658, 1.001254 , 1.0012422, ..., 1.0012422, 1.001254 ,
               1.0012658],
              [1.0011284, 1.0011165, 1.0011051, ..., 1.0011051, 1.0011165,
               1.0011284],
              ...,
              [1.000185 , 1.000198 , 1.000211 , ..., 1.000211 , 1.000198 ,
               1.000185 ],
              [1.0003154, 1.0003288, 1.000342 , ..., 1.000342 , 1.0003288,
               1.0003154],
              [1.000448 , 1.0004617, 1.0004752, ..., 1.0004752, 1.0004617,
               1.000448 ]]], dtype=float32)
    • MAPFAC_V
      (Time, south_north_stag, west_east)
      float32
      1.001 1.001 1.001 ... 1.001 1.001
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on v-grid
      units :
      stagger :
      Y
      array([[[1.0014694, 1.0014573, 1.0014455, ..., 1.0014455, 1.0014573,
               1.0014694],
              [1.0013293, 1.0013175, 1.0013056, ..., 1.0013056, 1.0013175,
               1.0013293],
              [1.0011909, 1.0011791, 1.0011675, ..., 1.0011675, 1.0011791,
               1.0011909],
              ...,
              [1.0002565, 1.0002698, 1.0002826, ..., 1.0002826, 1.0002698,
               1.0002565],
              [1.0003883, 1.0004015, 1.0004147, ..., 1.0004147, 1.0004015,
               1.0003883],
              [1.000522 , 1.0005356, 1.0005493, ..., 1.0005493, 1.0005356,
               1.000522 ]]], dtype=float32)
    • MAPFAC_MX
      (Time, south_north, west_east)
      float32
      1.001 1.001 1.001 ... 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on mass grid, x direction
      units :
      stagger :
      array([[[1.0013992, 1.0013872, 1.0013752, ..., 1.0013752, 1.0013872,
               1.0013992],
              [1.0012598, 1.001248 , 1.0012362, ..., 1.0012362, 1.001248 ,
               1.0012598],
              [1.0011225, 1.0011107, 1.0010992, ..., 1.0010992, 1.0011107,
               1.0011225],
              ...,
              [1.0001913, 1.0002044, 1.0002176, ..., 1.0002176, 1.0002044,
               1.0001913],
              [1.0003221, 1.0003356, 1.0003487, ..., 1.0003487, 1.0003356,
               1.0003221],
              [1.0004549, 1.0004684, 1.0004817, ..., 1.0004817, 1.0004684,
               1.0004549]]], dtype=float32)
    • MAPFAC_MY
      (Time, south_north, west_east)
      float32
      1.001 1.001 1.001 ... 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on mass grid, y direction
      units :
      stagger :
      array([[[1.0013992, 1.0013872, 1.0013752, ..., 1.0013752, 1.0013872,
               1.0013992],
              [1.0012598, 1.001248 , 1.0012362, ..., 1.0012362, 1.001248 ,
               1.0012598],
              [1.0011225, 1.0011107, 1.0010992, ..., 1.0010992, 1.0011107,
               1.0011225],
              ...,
              [1.0001913, 1.0002044, 1.0002176, ..., 1.0002176, 1.0002044,
               1.0001913],
              [1.0003221, 1.0003356, 1.0003487, ..., 1.0003487, 1.0003356,
               1.0003221],
              [1.0004549, 1.0004684, 1.0004817, ..., 1.0004817, 1.0004684,
               1.0004549]]], dtype=float32)
    • MAPFAC_UX
      (Time, south_north, west_east_stag)
      float32
      1.001 1.001 1.001 ... 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on u-grid, x direction
      units :
      stagger :
      X
      array([[[1.0014052, 1.0013931, 1.0013812, ..., 1.0013812, 1.0013931,
               1.0014052],
              [1.0012658, 1.001254 , 1.0012422, ..., 1.0012422, 1.001254 ,
               1.0012658],
              [1.0011284, 1.0011165, 1.0011051, ..., 1.0011051, 1.0011165,
               1.0011284],
              ...,
              [1.000185 , 1.000198 , 1.000211 , ..., 1.000211 , 1.000198 ,
               1.000185 ],
              [1.0003154, 1.0003288, 1.000342 , ..., 1.000342 , 1.0003288,
               1.0003154],
              [1.000448 , 1.0004617, 1.0004752, ..., 1.0004752, 1.0004617,
               1.000448 ]]], dtype=float32)
    • MAPFAC_UY
      (Time, south_north, west_east_stag)
      float32
      1.001 1.001 1.001 ... 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on u-grid, y direction
      units :
      stagger :
      X
      array([[[1.0014052, 1.0013931, 1.0013812, ..., 1.0013812, 1.0013931,
               1.0014052],
              [1.0012658, 1.001254 , 1.0012422, ..., 1.0012422, 1.001254 ,
               1.0012658],
              [1.0011284, 1.0011165, 1.0011051, ..., 1.0011051, 1.0011165,
               1.0011284],
              ...,
              [1.000185 , 1.000198 , 1.000211 , ..., 1.000211 , 1.000198 ,
               1.000185 ],
              [1.0003154, 1.0003288, 1.000342 , ..., 1.000342 , 1.0003288,
               1.0003154],
              [1.000448 , 1.0004617, 1.0004752, ..., 1.0004752, 1.0004617,
               1.000448 ]]], dtype=float32)
    • MAPFAC_VX
      (Time, south_north_stag, west_east)
      float32
      1.001 1.001 1.001 ... 1.001 1.001
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on v-grid, x direction
      units :
      stagger :
      Y
      array([[[1.0014694, 1.0014573, 1.0014455, ..., 1.0014455, 1.0014573,
               1.0014694],
              [1.0013293, 1.0013175, 1.0013056, ..., 1.0013056, 1.0013175,
               1.0013293],
              [1.0011909, 1.0011791, 1.0011675, ..., 1.0011675, 1.0011791,
               1.0011909],
              ...,
              [1.0002565, 1.0002698, 1.0002826, ..., 1.0002826, 1.0002698,
               1.0002565],
              [1.0003883, 1.0004015, 1.0004147, ..., 1.0004147, 1.0004015,
               1.0003883],
              [1.000522 , 1.0005356, 1.0005493, ..., 1.0005493, 1.0005356,
               1.000522 ]]], dtype=float32)
    • MF_VX_INV
      (Time, south_north_stag, west_east)
      float32
      0.9985 0.9985 ... 0.9995 0.9995
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Inverse map scale factor on v-grid, x direction
      units :
      stagger :
      Y
      array([[[0.9985328 , 0.9985448 , 0.99855655, ..., 0.99855655,
               0.9985448 , 0.9985328 ],
              [0.9986725 , 0.9986842 , 0.99869615, ..., 0.99869615,
               0.9986842 , 0.9986725 ],
              [0.9988105 , 0.9988223 , 0.99883384, ..., 0.99883384,
               0.9988223 , 0.9988105 ],
              ...,
              [0.9997435 , 0.9997303 , 0.9997174 , ..., 0.9997174 ,
               0.9997303 , 0.9997435 ],
              [0.9996119 , 0.9995987 , 0.99958545, ..., 0.99958545,
               0.9995987 , 0.9996119 ],
              [0.9994783 , 0.9994647 , 0.999451  , ..., 0.999451  ,
               0.9994647 , 0.9994783 ]]], dtype=float32)
    • MAPFAC_VY
      (Time, south_north_stag, west_east)
      float32
      1.001 1.001 1.001 ... 1.001 1.001
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Map scale factor on v-grid, y direction
      units :
      stagger :
      Y
      array([[[1.0014694, 1.0014573, 1.0014455, ..., 1.0014455, 1.0014573,
               1.0014694],
              [1.0013293, 1.0013175, 1.0013056, ..., 1.0013056, 1.0013175,
               1.0013293],
              [1.0011909, 1.0011791, 1.0011675, ..., 1.0011675, 1.0011791,
               1.0011909],
              ...,
              [1.0002565, 1.0002698, 1.0002826, ..., 1.0002826, 1.0002698,
               1.0002565],
              [1.0003883, 1.0004015, 1.0004147, ..., 1.0004147, 1.0004015,
               1.0003883],
              [1.000522 , 1.0005356, 1.0005493, ..., 1.0005493, 1.0005356,
               1.000522 ]]], dtype=float32)
    • F
      (Time, south_north, west_east)
      float32
      8.289e-05 8.29e-05 ... 0.0001045
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Coriolis sine latitude term
      units :
      s-1
      stagger :
      array([[[8.28860648e-05, 8.29005221e-05, 8.29147903e-05, ...,
               8.29147903e-05, 8.29005221e-05, 8.28860648e-05],
              [8.30546924e-05, 8.30691206e-05, 8.30833815e-05, ...,
               8.30833815e-05, 8.30691206e-05, 8.30546924e-05],
              [8.32231526e-05, 8.32375954e-05, 8.32518490e-05, ...,
               8.32518490e-05, 8.32375954e-05, 8.32231526e-05],
              ...,
              [1.04235318e-04, 1.04249790e-04, 1.04264072e-04, ...,
               1.04264072e-04, 1.04249790e-04, 1.04235318e-04],
              [1.04378545e-04, 1.04393032e-04, 1.04407321e-04, ...,
               1.04407321e-04, 1.04393032e-04, 1.04378545e-04],
              [1.04521569e-04, 1.04536033e-04, 1.04550316e-04, ...,
               1.04550316e-04, 1.04536033e-04, 1.04521569e-04]]], dtype=float32)
    • E
      (Time, south_north, west_east)
      float32
      0.00012 0.00012 ... 0.0001017
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Coriolis cosine latitude term
      units :
      s-1
      stagger :
      array([[[0.00012   , 0.00011999, 0.00011998, ..., 0.00011998,
               0.00011999, 0.00012   ],
              [0.00011988, 0.00011987, 0.00011986, ..., 0.00011986,
               0.00011987, 0.00011988],
              [0.00011976, 0.00011975, 0.00011974, ..., 0.00011974,
               0.00011975, 0.00011976],
              ...,
              [0.000102  , 0.00010199, 0.00010197, ..., 0.00010197,
               0.00010199, 0.000102  ],
              [0.00010185, 0.00010184, 0.00010183, ..., 0.00010183,
               0.00010184, 0.00010185],
              [0.00010171, 0.00010169, 0.00010168, ..., 0.00010168,
               0.00010169, 0.00010171]]], dtype=float32)
    • SINALPHA
      (Time, south_north, west_east)
      float32
      0.08573 0.08463 ... -0.1002 -0.1014
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Local sine of map rotation
      units :
      stagger :
      array([[[ 0.08573341,  0.0846331 ,  0.0836952 , ..., -0.0836952 ,
               -0.0846331 , -0.08573341],
              [ 0.08594255,  0.08485348,  0.08376252, ..., -0.08376252,
               -0.08485348, -0.08594255],
              [ 0.08615691,  0.08506503,  0.0838175 , ..., -0.0838175 ,
               -0.08506503, -0.08615691],
              ...,
              [ 0.10113834,  0.09979988,  0.09859943, ..., -0.09859943,
               -0.09979988, -0.10113834],
              [ 0.10126226,  0.09993489,  0.09860551, ..., -0.09860551,
               -0.09993489, -0.10126226],
              [ 0.10139477,  0.10019922,  0.0987436 , ..., -0.0987436 ,
               -0.10019922, -0.10139477]]], dtype=float32)
    • COSALPHA
      (Time, south_north, west_east)
      float32
      0.9963 0.9964 ... 0.995 0.9948
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Local cosine of map rotation
      units :
      stagger :
      array([[[0.9963181 , 0.99641216, 0.9964914 , ..., 0.9964914 ,
               0.99641216, 0.9963181 ],
              [0.9963001 , 0.99639344, 0.99648577, ..., 0.99648577,
               0.99639344, 0.9963001 ],
              [0.99628156, 0.9963754 , 0.9964811 , ..., 0.9964811 ,
               0.9963754 , 0.99628156],
              ...,
              [0.9948724 , 0.9950075 , 0.9951272 , ..., 0.9951272 ,
               0.9950075 , 0.9948724 ],
              [0.99485976, 0.994994  , 0.9951266 , ..., 0.9951266 ,
               0.994994  , 0.99485976],
              [0.9948463 , 0.9949674 , 0.9951129 , ..., 0.9951129 ,
               0.9949674 , 0.9948463 ]]], dtype=float32)
    • HGT
      (Time, south_north, west_east)
      float32
      515.5 502.2 492.7 ... 174.1 174.1
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      Terrain Height
      units :
      m
      stagger :
      array([[[515.4508 , 502.18546, 492.7365 , ..., 312.48145, 284.19592,
               226.66496],
              [545.5642 , 531.8128 , 516.6152 , ..., 310.19916, 285.2613 ,
               226.56058],
              [583.2742 , 568.1002 , 550.1323 , ..., 290.20978, 270.39996,
               221.7537 ],
              ...,
              [643.058  , 635.0563 , 627.0082 , ..., 174.74863, 175.04317,
               175.00638],
              [617.72876, 611.4172 , 600.09204, ..., 175.00117, 175.0283 ,
               174.8864 ],
              [632.28687, 621.90845, 609.9226 , ..., 174.36227, 174.05898,
               174.11713]]], dtype=float32)
    • TSK
      (Time, south_north, west_east)
      float32
      297.4 297.5 297.6 ... 280.5 280.8
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SURFACE SKIN TEMPERATURE
      units :
      K
      stagger :
      array([[[297.42044, 297.5478 , 297.6145 , ..., 289.9264 , 289.82736,
               289.6177 ],
              [296.7329 , 293.35422, 292.65863, ..., 289.74515, 289.6769 ,
               289.7577 ],
              [295.85944, 292.0272 , 289.53214, ..., 289.6818 , 289.73633,
               289.8229 ],
              ...,
              [273.2384 , 273.46426, 273.5187 , ..., 280.48535, 280.62457,
               280.7894 ],
              [273.34036, 273.4773 , 273.43756, ..., 280.41736, 280.5844 ,
               280.7787 ],
              [273.20493, 273.21582, 273.39972, ..., 280.34894, 280.54523,
               280.76898]]], dtype=float32)
    • P_TOP
      (Time)
      float32
      5e+03
      FieldType :
      104
      MemoryOrder :
      0
      description :
      PRESSURE TOP OF THE MODEL
      units :
      Pa
      stagger :
      array([5000.], dtype=float32)
    • GOT_VAR_SSO
      (Time)
      int32
      1
      FieldType :
      106
      MemoryOrder :
      0
      description :
      whether VAR_SSO was included in WPS output (beginning V3.4)
      units :
      stagger :
      array([1], dtype=int32)
    • T00
      (Time)
      float32
      290.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      BASE STATE TEMPERATURE
      units :
      K
      stagger :
      array([290.], dtype=float32)
    • P00
      (Time)
      float32
      1e+05
      FieldType :
      104
      MemoryOrder :
      0
      description :
      BASE STATE PRESSURE
      units :
      Pa
      stagger :
      array([100000.], dtype=float32)
    • TLP
      (Time)
      float32
      50.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      BASE STATE LAPSE RATE
      units :
      stagger :
      array([50.], dtype=float32)
    • TISO
      (Time)
      float32
      200.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      TEMP AT WHICH THE BASE T TURNS CONST
      units :
      K
      stagger :
      array([200.], dtype=float32)
    • TLP_STRAT
      (Time)
      float32
      -11.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      BASE STATE LAPSE RATE (DT/D(LN(P)) IN STRATOSPHERE
      units :
      K
      stagger :
      array([-11.], dtype=float32)
    • P_STRAT
      (Time)
      float32
      0.0
      FieldType :
      104
      MemoryOrder :
      0
      description :
      BASE STATE PRESSURE AT BOTTOM OF STRATOSPHERE
      units :
      Pa
      stagger :
      array([0.], dtype=float32)
    • MAX_MSFTX
      (Time)
      float32
      1.001
      FieldType :
      104
      MemoryOrder :
      0
      description :
      Max map factor in domain
      units :
      stagger :
      array([1.0013992], dtype=float32)
    • MAX_MSFTY
      (Time)
      float32
      1.001
      FieldType :
      104
      MemoryOrder :
      0
      description :
      Max map factor in domain
      units :
      stagger :
      array([1.0013992], dtype=float32)
    • RAINC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED TOTAL CUMULUS PRECIPITATION
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • RAINSH
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED SHALLOW CUMULUS PRECIPITATION
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • RAINNC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED TOTAL GRID SCALE PRECIPITATION
      units :
      mm
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 7.1915945e-29, 6.5365019e-24, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 2.6386307e-27, 2.0105386e-15, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [0.0000000e+00, 3.0249730e-03, 2.6671315e-02, ...,
               2.2945641e+01, 2.0788301e+01, 0.0000000e+00],
              [0.0000000e+00, 4.7495388e-03, 2.3968421e-02, ...,
               2.5547832e+01, 2.2887232e+01, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)
    • SNOWNC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED TOTAL GRID SCALE SNOW AND ICE
      units :
      mm
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [0.0000000e+00, 1.0740697e-10, 5.8477551e-10, ...,
               2.6340349e-04, 8.5239823e-05, 0.0000000e+00],
              [0.0000000e+00, 7.7699583e-11, 1.1741547e-10, ...,
               4.6329644e-02, 3.9258684e-05, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)
    • GRAUPELNC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED TOTAL GRID SCALE GRAUPEL
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • HAILNC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED TOTAL GRID SCALE HAIL
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • REFL_10CM
      (Time, bottom_top, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      Radar reflectivity (lamda = 10 cm)
      units :
      dBZ
      stagger :
      array([[[[  0.      ,   0.      ,   0.      , ...,   0.      ,
                  0.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               ...,
               [  0.      , -35.      , -35.      , ...,  28.375237,
                 28.834858,   0.      ],
               [  0.      , -35.      , -35.      , ...,  25.803238,
                 26.663143,   0.      ],
               [  0.      ,   0.      ,   0.      , ...,   0.      ,
                  0.      ,   0.      ]],
      
              [[  0.      ,   0.      ,   0.      , ...,   0.      ,
                  0.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
      ...
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      ,   0.      ,   0.      , ...,   0.      ,
                  0.      ,   0.      ]],
      
              [[  0.      ,   0.      ,   0.      , ...,   0.      ,
                  0.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               ...,
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      , -35.      , -35.      , ..., -35.      ,
                -35.      ,   0.      ],
               [  0.      ,   0.      ,   0.      , ...,   0.      ,
                  0.      ,   0.      ]]]], dtype=float32)
    • CLDFRA
      (Time, bottom_top, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      CLOUD FRACTION
      units :
      stagger :
      array([[[[0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               ...,
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.]],
      
              [[0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               ...,
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.]],
      
              [[0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               ...,
      ...
               ...,
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.]],
      
              [[0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               ...,
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.]],
      
              [[0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               ...,
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.],
               [0., 0., 0., ..., 0., 0., 0.]]]], dtype=float32)
    • SWDOWN
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      DOWNWARD SHORT WAVE FLUX AT GROUND SURFACE
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • GLW
      (Time, south_north, west_east)
      float32
      344.0 344.5 344.9 ... 320.7 320.6
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      DOWNWARD LONG WAVE FLUX AT GROUND SURFACE
      units :
      W m-2
      stagger :
      array([[[344.00342, 344.53665, 344.91815, ..., 326.88373, 326.9006 ,
               327.91748],
              [337.7864 , 336.61636, 337.04196, ..., 327.30624, 327.3214 ,
               329.60858],
              [330.9934 , 329.3421 , 328.42795, ..., 328.6154 , 328.6814 ,
               331.0347 ],
              ...,
              [222.5987 , 222.51115, 222.85706, ..., 320.85718, 319.6528 ,
               322.42   ],
              [223.34221, 223.04295, 223.56075, ..., 318.3387 , 317.76053,
               321.43393],
              [222.20998, 222.52325, 223.29651, ..., 320.04718, 320.66248,
               320.61667]]], dtype=float32)
    • SWNORM
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      NORMAL SHORT WAVE FLUX AT GROUND SURFACE (SLOPE-DEPENDENT)
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ACSWUPT
      (Time, south_north, west_east)
      float32
      1.41e+07 1.409e+07 ... 2.242e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING SHORTWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[14101949., 14093374., 14085968., ..., 11424447., 11430057.,
               10215491.],
              [14079751., 14069293., 14061122., ..., 11398197., 11405100.,
               11410396.],
              [14056472., 14046080., 14037380., ..., 11374163., 11381533.,
               12602276.],
              ...,
              [11188803., 12088576., 12595069., ..., 20645260., 20628998.,
               22641058.],
              [11196168., 12051654., 12562607., ..., 20292250., 20418668.,
               22594328.],
              [11975922., 12093336., 12737009., ..., 22447510., 22463766.,
               22416502.]]], dtype=float32)
    • ACSWUPTC
      (Time, south_north, west_east)
      float32
      1.41e+07 1.409e+07 ... 5.896e+06
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING CLEAR SKY SHORTWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[14101949. , 14093374. , 14085968. , ..., 11424447. ,
               11430057. , 10215491. ],
              [14079751. , 14069293. , 14061122. , ..., 11398197. ,
               11405100. , 11410396. ],
              [14056472. , 14046080. , 14037380. , ..., 11374163. ,
               11381533. , 12602276. ],
              ...,
              [ 9993820. ,  9988507. ,  9984108. , ...,  5917157. ,
                5919521.5,  5922404. ],
              [ 9962724. ,  9957319. ,  9952868. , ...,  5903998. ,
                5906418. ,  5909128.5],
              [ 9931763. ,  9927527. ,  9922902. , ...,  5891938.5,
                5894221.5,  5896107.5]]], dtype=float32)
    • ACSWDNT
      (Time, south_north, west_east)
      float32
      6.237e+07 6.235e+07 ... 4.25e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING SHORTWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[62365484., 62352596., 62340160., ..., 62363604., 62375248.,
               62388056.],
              [62226292., 62213476., 62201372., ..., 62224424., 62236560.,
               62249100.],
              [62087056., 62074144., 62062268., ..., 62084796., 62097608.,
               62110360.],
              ...,
              [42768952., 42755424., 42741732., ..., 42764996., 42779716.,
               42795264.],
              [42621816., 42608272., 42594552., ..., 42617724., 42633184.,
               42648848.],
              [42474608., 42461052., 42447392., ..., 42471188., 42486704.,
               42502380.]]], dtype=float32)
    • ACSWDNTC
      (Time, south_north, west_east)
      float32
      6.237e+07 6.235e+07 ... 4.25e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING CLEAR SKY SHORTWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[62365484., 62352596., 62340160., ..., 62363604., 62375248.,
               62388056.],
              [62226292., 62213476., 62201372., ..., 62224424., 62236560.,
               62249100.],
              [62087056., 62074144., 62062268., ..., 62084796., 62097608.,
               62110360.],
              ...,
              [42768952., 42755424., 42741732., ..., 42764996., 42779716.,
               42795264.],
              [42621816., 42608272., 42594552., ..., 42617724., 42633184.,
               42648848.],
              [42474608., 42461052., 42447392., ..., 42471188., 42486704.,
               42502380.]]], dtype=float32)
    • ACSWUPB
      (Time, south_north, west_east)
      float32
      1.083e+07 1.082e+07 ... 9.764e+05
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING SHORTWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[10831259.  , 10819621.  , 10810054.  , ...,  7768186.5 ,
                7763812.5 ,  6369413.  ],
              [10819497.  , 10805570.  , 10793502.  , ...,  7743596.5 ,
                7741368.  ,  7726748.5 ],
              [10809108.  , 10794736.  , 10781269.  , ...,  7715690.5 ,
                7715437.5 ,  9079617.  ],
              ...,
              [ 6683056.5 ,  6408201.5 ,  6219275.5 , ...,  1179410.6 ,
                1185044.9 ,   964947.6 ],
              [ 6636990.5 ,  6370406.5 ,  6194861.  , ...,  1215524.5 ,
                1210133.4 ,   971197.3 ],
              [ 6370146.  ,  6321756.5 ,  6108453.5 , ...,   972952.2 ,
                 973167.5 ,   976449.56]]], dtype=float32)
    • ACSWUPBC
      (Time, south_north, west_east)
      float32
      1.083e+07 1.082e+07 ... 2.376e+06
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING CLEAR SKY SHORTWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[10831259. , 10819621. , 10810054. , ...,  7768186.5,
                7763812.5,  6369413. ],
              [10819497. , 10805570. , 10793502. , ...,  7743596.5,
                7741368. ,  7726748.5],
              [10809108. , 10794736. , 10781269. , ...,  7715690.5,
                7715437.5,  9079617. ],
              ...,
              [ 7078692.5,  7071204. ,  7065007.5, ...,  2388005.8,
                2389738.8,  2392093.2],
              [ 7044286. ,  7037179. ,  7030049.5, ...,  2380562.8,
                2382068.2,  2384187.8],
              [ 7020734.5,  7013941.5,  7006510. , ...,  2374118.5,
                2375314. ,  2376324.8]]], dtype=float32)
    • ACSWDNB
      (Time, south_north, west_east)
      float32
      4.709e+07 4.704e+07 ... 1.221e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING SHORTWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[47092580., 47041768., 47000120., ..., 45695168., 45669344.,
               45495908.],
              [47041180., 46980660., 46928112., ..., 45550464., 45537452.,
               45451312.],
              [46996148., 46933624., 46875188., ..., 45386424., 45384816.,
               45398256.],
              ...,
              [29056724., 27861734., 27040406., ..., 14742661., 14813004.,
               12061862.],
              [28856504., 27697502., 26934248., ..., 15193998., 15126660.,
               12139992.],
              [27696332., 27485826., 26558422., ..., 12161919., 12164612.,
               12205619.]]], dtype=float32)
    • ACSWDNBC
      (Time, south_north, west_east)
      float32
      4.709e+07 4.704e+07 ... 2.97e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING CLEAR SKY SHORTWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[47092580., 47041768., 47000120., ..., 45695168., 45669344.,
               45495908.],
              [47041180., 46980660., 46928112., ..., 45550464., 45537452.,
               45451312.],
              [46996148., 46933624., 46875188., ..., 45386424., 45384816.,
               45398256.],
              ...,
              [30776890., 30744394., 30717464., ..., 29850082., 29871692.,
               29901090.],
              [30627300., 30596454., 30565584., ..., 29757008., 29775864.,
               29802372.],
              [30524924., 30495308., 30463014., ..., 29676584., 29691362.,
               29704082.]]], dtype=float32)
    • ACLWUPT
      (Time, south_north, west_east)
      float32
      6.128e+07 6.121e+07 ... 4.865e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING LONGWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[61283304., 61213036., 61217972., ..., 59145756., 59061236.,
               59148360.],
              [61330516., 60561408., 60539532., ..., 58975728., 58924980.,
               59028728.],
              [61580976., 60433068., 60322900., ..., 58879844., 58879272.,
               58876500.],
              ...,
              [52257040., 50529768., 50169648., ..., 47972580., 48052804.,
               48210020.],
              [52224144., 50639928., 50174340., ..., 47758876., 47844272.,
               47948924.],
              [51308944., 51331780., 50926504., ..., 48396264., 48526532.,
               48647928.]]], dtype=float32)
    • ACLWUPTC
      (Time, south_north, west_east)
      float32
      6.128e+07 6.121e+07 ... 5.345e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING CLEAR SKY LONGWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[61283304., 61213036., 61217972., ..., 59162764., 59080316.,
               59173772.],
              [61330516., 60562624., 60540892., ..., 59001252., 58958676.,
               59055752.],
              [61580976., 60433604., 60323532., ..., 58936576., 58933076.,
               58942128.],
              ...,
              [52207300., 52223812., 52217072., ..., 53395372., 53437288.,
               53520856.],
              [52192900., 52197836., 52193248., ..., 53359508., 53405904.,
               53486248.],
              [52130968., 52120016., 52142044., ..., 53339852., 53393304.,
               53450664.]]], dtype=float32)
    • ACLWDNT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING LONGWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ACLWDNTC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING CLEAR SKY LONGWAVE FLUX AT TOP
      units :
      J m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ACLWUPB
      (Time, south_north, west_east)
      float32
      8.623e+07 8.596e+07 ... 7.575e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING LONGWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[86231904., 85958512., 85913072., ..., 84309016., 83944392.,
               83904616.],
              [86525832., 83998296., 83851536., ..., 84007576., 83822576.,
               83832360.],
              [87454208., 83725672., 83272896., ..., 83849592., 83832256.,
               83797568.],
              ...,
              [71186584., 71483800., 71490936., ..., 75504584., 75646712.,
               75808712.],
              [71030368., 71298920., 71295392., ..., 75410216., 75588552.,
               75789432.],
              [70868280., 70807752., 70893320., ..., 75309952., 75514688.,
               75751416.]]], dtype=float32)
    • ACLWUPBC
      (Time, south_north, west_east)
      float32
      8.623e+07 8.596e+07 ... 7.566e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWELLING CLEAR SKY LONGWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[86231904., 85958512., 85913072., ..., 84308728., 83944192.,
               83904352.],
              [86525832., 83998088., 83851328., ..., 84007344., 83822072.,
               83831960.],
              [87454208., 83725640., 83272760., ..., 83848832., 83831408.,
               83796616.],
              ...,
              [71028952., 71188264., 71157792., ..., 75365368., 75511984.,
               75687256.],
              [70919664., 71048848., 71017584., ..., 75288120., 75465496.,
               75671904.],
              [70682224., 70617152., 70676992., ..., 75211192., 75418968.,
               75656840.]]], dtype=float32)
    • ACLWDNB
      (Time, south_north, west_east)
      float32
      6.613e+07 6.615e+07 ... 5.801e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING LONGWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[66127676., 66147156., 66224736., ..., 68239672., 68194680.,
               68278352.],
              [66074344., 65928436., 65907456., ..., 68176064., 68115896.,
               68339824.],
              [66191776., 65942868., 65796460., ..., 68219048., 68180440.,
               68524832.],
              ...,
              [56283104., 57959764., 58424188., ..., 60671988., 60406776.,
               59759108.],
              [55713416., 57385340., 57761264., ..., 59580896., 59601952.,
               59387140.],
              [56400588., 56430416., 56803188., ..., 58181352., 58010588.,
               58005856.]]], dtype=float32)
    • ACLWDNBC
      (Time, south_north, west_east)
      float32
      6.613e+07 6.615e+07 ... 5.327e+07
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED DOWNWELLING CLEAR SKY LONGWAVE FLUX AT BOTTOM
      units :
      J m-2
      stagger :
      array([[[66127676., 66147156., 66224736., ..., 68235568., 68191896.,
               68273280.],
              [66074344., 65926356., 65905072., ..., 68172048., 68108304.,
               68334112.],
              [66191776., 65941848., 65795076., ..., 68207624., 68168920.,
               68512808.],
              ...,
              [54311644., 54261376., 54258088., ..., 53706712., 53682684.,
               53706316.],
              [54329428., 54263652., 54287692., ..., 53466592., 53454900.,
               53493904.],
              [54071864., 54048380., 54099700., ..., 53242956., 53242068.,
               53270512.]]], dtype=float32)
    • SWUPT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING SHORTWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWUPTC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING CLEAR SKY SHORTWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWDNT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING SHORTWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWDNTC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING CLEAR SKY SHORTWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWUPB
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING SHORTWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWUPBC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING CLEAR SKY SHORTWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWDNB
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING SHORTWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SWDNBC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING CLEAR SKY SHORTWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • LWUPT
      (Time, south_north, west_east)
      float32
      276.8 277.0 277.0 ... 168.1 168.1
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING LONGWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[276.81836, 276.9659 , 277.04575, ..., 269.3558 , 269.06516,
               269.24545],
              [276.3809 , 269.9019 , 268.5136 , ..., 269.2778 , 269.03177,
               269.07883],
              [275.72195, 269.6889 , 266.17117, ..., 269.46252, 269.3127 ,
               268.84598],
              ...,
              [239.37602, 239.3567 , 239.27576, ..., 177.42032, 180.1336 ,
               182.01654],
              [239.67801, 239.63675, 239.49869, ..., 169.59991, 169.92267,
               168.04498],
              [239.491  , 239.61736, 239.85411, ..., 167.62607, 168.11047,
               168.12163]]], dtype=float32)
    • LWUPTC
      (Time, south_north, west_east)
      float32
      276.8 277.0 277.0 ... 241.5 241.4
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING CLEAR SKY LONGWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[276.81836, 276.9659 , 277.04575, ..., 269.3558 , 269.06516,
               269.24545],
              [276.3809 , 271.58487, 270.70386, ..., 269.2778 , 269.03177,
               269.07883],
              [275.72195, 270.2781 , 267.1318 , ..., 269.46252, 269.3127 ,
               268.84598],
              ...,
              [239.37602, 239.3567 , 239.27576, ..., 241.35757, 241.23058,
               241.83478],
              [239.67801, 239.63675, 239.49869, ..., 241.55513, 241.36111,
               241.61615],
              [239.491  , 239.61736, 239.85411, ..., 241.51839, 241.4623 ,
               241.44945]]], dtype=float32)
    • LWDNT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING LONGWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • LWDNTC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING CLEAR SKY LONGWAVE FLUX AT TOP
      units :
      W m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • LWUPB
      (Time, south_north, west_east)
      float32
      436.6 437.3 437.7 ... 350.6 351.7
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING LONGWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[436.64188, 437.33707, 437.703  , ..., 395.8044 , 395.33542,
               395.10162],
              [432.46133, 414.09323, 410.4829 , ..., 394.94382, 394.61273,
               395.20114],
              [427.26642, 406.61563, 393.7676 , ..., 394.72122, 395.00995,
               394.95013],
              ...,
              [308.8651 , 309.84802, 310.11484, ..., 350.35648, 351.0157 ,
               351.88   ],
              [309.34064, 309.9364 , 309.8089 , ..., 349.9725 , 350.78073,
               351.80774],
              [308.69086, 308.76587, 309.6023 , ..., 349.67078, 350.64655,
               351.74387]]], dtype=float32)
    • LWUPBC
      (Time, south_north, west_east)
      float32
      436.6 437.3 437.7 ... 349.4 350.5
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS UPWELLING CLEAR SKY LONGWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[436.64188, 437.33707, 437.703  , ..., 395.8044 , 395.33542,
               395.10162],
              [432.46133, 413.87308, 410.1821 , ..., 394.94382, 394.61273,
               395.20114],
              [427.26642, 406.5232 , 393.60266, ..., 394.72122, 395.00995,
               394.95013],
              ...,
              [308.8651 , 309.84802, 310.11484, ..., 349.10437, 349.78894,
               350.59982],
              [309.34064, 309.9364 , 309.8089 , ..., 348.7595 , 349.5825 ,
               350.53775],
              [308.69086, 308.76587, 309.6023 , ..., 348.40286, 349.36963,
               350.47653]]], dtype=float32)
    • LWDNB
      (Time, south_north, west_east)
      float32
      344.0 344.5 344.9 ... 320.7 320.6
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING LONGWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[344.00342, 344.53665, 344.91815, ..., 326.88373, 326.9006 ,
               327.91748],
              [337.7864 , 336.61636, 337.04196, ..., 327.30624, 327.3214 ,
               329.60858],
              [330.9934 , 329.3421 , 328.42795, ..., 328.6154 , 328.6814 ,
               331.0347 ],
              ...,
              [222.5987 , 222.51115, 222.85706, ..., 320.85718, 319.6528 ,
               322.42   ],
              [223.34221, 223.04295, 223.56075, ..., 318.3387 , 317.76053,
               321.43393],
              [222.20998, 222.52325, 223.29651, ..., 320.04718, 320.66248,
               320.61667]]], dtype=float32)
    • LWDNBC
      (Time, south_north, west_east)
      float32
      344.0 344.5 344.9 ... 256.8 257.3
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      INSTANTANEOUS DOWNWELLING CLEAR SKY LONGWAVE FLUX AT BOTTOM
      units :
      W m-2
      stagger :
      array([[[344.00342, 344.53665, 344.91815, ..., 326.88373, 326.9006 ,
               327.91748],
              [337.7864 , 333.86517, 333.2809 , ..., 327.30624, 327.3214 ,
               329.60858],
              [330.9934 , 328.18655, 326.3661 , ..., 328.6154 , 328.6814 ,
               331.0347 ],
              ...,
              [222.5987 , 222.51115, 222.85706, ..., 258.24954, 258.31296,
               258.40787],
              [223.34221, 223.04295, 223.56075, ..., 257.68863, 257.84576,
               257.93417],
              [222.20998, 222.52325, 223.29651, ..., 256.65186, 256.82062,
               257.25415]]], dtype=float32)
    • OLR
      (Time, south_north, west_east)
      float32
      276.8 277.0 277.0 ... 168.1 168.1
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      TOA OUTGOING LONG WAVE
      units :
      W m-2
      stagger :
      array([[[276.81836, 276.9659 , 277.04575, ..., 269.3558 , 269.06516,
               269.24545],
              [276.3809 , 269.9019 , 268.5136 , ..., 269.2778 , 269.03177,
               269.07883],
              [275.72195, 269.6889 , 266.17117, ..., 269.46252, 269.3127 ,
               268.84598],
              ...,
              [239.37602, 239.3567 , 239.27576, ..., 177.42032, 180.1336 ,
               182.01654],
              [239.67801, 239.63675, 239.49869, ..., 169.59991, 169.92267,
               168.04498],
              [239.491  , 239.61736, 239.85411, ..., 167.62607, 168.11047,
               168.12163]]], dtype=float32)
    • ALBEDO
      (Time, south_north, west_east)
      float32
      0.23 0.23 0.23 ... 0.08 0.08 0.08
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ALBEDO
      units :
      -
      stagger :
      array([[[0.23, 0.23, 0.23, ..., 0.17, 0.17, 0.14],
              [0.23, 0.23, 0.23, ..., 0.17, 0.17, 0.17],
              [0.23, 0.23, 0.23, ..., 0.17, 0.17, 0.2 ],
              ...,
              [0.23, 0.23, 0.23, ..., 0.08, 0.08, 0.08],
              [0.23, 0.23, 0.23, ..., 0.08, 0.08, 0.08],
              [0.23, 0.23, 0.23, ..., 0.08, 0.08, 0.08]]], dtype=float32)
    • CLAT
      (Time, south_north, west_east)
      float32
      34.63 34.64 34.65 ... 45.79 45.78
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      COMPUTATIONAL GRID LATITUDE, SOUTH IS NEGATIVE
      units :
      degree_north
      stagger :
      array([[[34.634247, 34.641148, 34.64796 , ..., 34.64796 , 34.641148,
               34.634247],
              [34.714798, 34.7217  , 34.728516, ..., 34.728516, 34.7217  ,
               34.714798],
              [34.795353, 34.80226 , 34.809086, ..., 34.809086, 34.80226 ,
               34.795353],
              ...,
              [45.620567, 45.6287  , 45.636726, ..., 45.636726, 45.6287  ,
               45.620567],
              [45.701084, 45.709232, 45.71727 , ..., 45.71727 , 45.709232,
               45.701084],
              [45.781593, 45.78974 , 45.797787, ..., 45.797787, 45.78974 ,
               45.781593]]], dtype=float32)
    • ALBBCK
      (Time, south_north, west_east)
      float32
      0.23 0.23 0.23 ... 0.08 0.08 0.08
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      BACKGROUND ALBEDO
      units :
      stagger :
      array([[[0.23, 0.23, 0.23, ..., 0.17, 0.17, 0.14],
              [0.23, 0.23, 0.23, ..., 0.17, 0.17, 0.17],
              [0.23, 0.23, 0.23, ..., 0.17, 0.17, 0.2 ],
              ...,
              [0.23, 0.23, 0.23, ..., 0.08, 0.08, 0.08],
              [0.23, 0.23, 0.23, ..., 0.08, 0.08, 0.08],
              [0.23, 0.23, 0.23, ..., 0.08, 0.08, 0.08]]], dtype=float32)
    • EMISS
      (Time, south_north, west_east)
      float32
      0.92 0.92 0.92 ... 0.98 0.98 0.98
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SURFACE EMISSIVITY
      units :
      stagger :
      array([[[0.92, 0.92, 0.92, ..., 0.93, 0.93, 0.94],
              [0.92, 0.92, 0.92, ..., 0.93, 0.93, 0.93],
              [0.92, 0.92, 0.92, ..., 0.93, 0.93, 0.92],
              ...,
              [0.92, 0.92, 0.92, ..., 0.98, 0.98, 0.98],
              [0.92, 0.92, 0.92, ..., 0.98, 0.98, 0.98],
              [0.92, 0.92, 0.92, ..., 0.98, 0.98, 0.98]]], dtype=float32)
    • NOAHRES
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      RESIDUAL OF THE NOAH SURFACE ENERGY BUDGET
      units :
      W m{-2}
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • TMN
      (Time, south_north, west_east)
      float32
      289.7 289.7 289.7 ... 280.5 280.8
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SOIL TEMPERATURE AT LOWER BOUNDARY
      units :
      K
      stagger :
      array([[[289.67224, 289.69342, 289.68866, ..., 286.75018, 286.9446 ,
               287.32825],
              [289.4303 , 289.45456, 289.4871 , ..., 286.73502, 286.90866,
               287.3008 ],
              [289.13937, 289.17273, 289.22324, ..., 286.8348 , 286.9761 ,
               287.30392],
              ...,
              [281.17606, 281.13333, 281.09155, ..., 280.48535, 280.62457,
               280.7894 ],
              [281.2657 , 281.213  , 281.19357, ..., 280.41736, 280.5844 ,
               280.7787 ],
              [281.09668, 281.0714 , 281.0573 , ..., 280.34894, 280.54523,
               280.76898]]], dtype=float32)
    • XLAND
      (Time, south_north, west_east)
      float32
      1.0 1.0 1.0 1.0 ... 2.0 2.0 2.0 2.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LAND MASK (1 FOR LAND, 2 FOR WATER)
      units :
      stagger :
      array([[[1., 1., 1., ..., 1., 1., 1.],
              [1., 1., 1., ..., 1., 1., 1.],
              [1., 1., 1., ..., 1., 1., 1.],
              ...,
              [1., 1., 1., ..., 2., 2., 2.],
              [1., 1., 1., ..., 2., 2., 2.],
              [1., 1., 1., ..., 2., 2., 2.]]], dtype=float32)
    • UST
      (Time, south_north, west_east)
      float32
      0.5408 0.5895 ... 0.3857 0.3998
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      U* IN SIMILARITY THEORY
      units :
      m s-1
      stagger :
      array([[[0.54082656, 0.5895136 , 0.62303174, ..., 0.42985675,
               0.39620262, 0.33909285],
              [0.63146955, 0.64622533, 0.6740314 , ..., 0.3482342 ,
               0.3402382 , 0.35010156],
              [0.6967659 , 0.6476641 , 0.65804523, ..., 0.32833114,
               0.33516556, 0.18598749],
              ...,
              [0.59146696, 0.5481652 , 0.54208606, ..., 0.500738  ,
               0.49076158, 0.48983228],
              [0.5829159 , 0.5380004 , 0.5268805 , ..., 0.46400538,
               0.45704702, 0.45200226],
              [0.6052805 , 0.58649194, 0.57895815, ..., 0.37544575,
               0.38568723, 0.3997932 ]]], dtype=float32)
    • PBLH
      (Time, south_north, west_east)
      float32
      84.53 268.1 ... 789.2 723.2
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      PBL HEIGHT
      units :
      m
      stagger :
      array([[[  84.529175,  268.1254  , 1163.1631  , ...,  409.0121  ,
                409.46814 ,   53.867203],
              [ 582.7427  ,  520.1431  ,  461.60376 , ...,  463.11676 ,
                409.6341  ,   53.876648],
              [ 578.7814  ,  517.5867  ,  459.00293 , ...,  463.66425 ,
                464.03174 ,   25.667221],
              ...,
              [1401.4097  , 1402.095   , 1402.611   , ...,  541.44495 ,
                599.67096 ,  541.49915 ],
              [1403.835   , 1404.416   , 1405.3873  , ...,  599.72687 ,
                660.6398  ,  541.4425  ],
              [1504.1387  , 1505.1643  , 1506.4163  , ...,  723.4341  ,
                789.1872  ,  723.23553 ]]], dtype=float32)
    • HFX
      (Time, south_north, west_east)
      float32
      -51.46 -57.13 ... 73.44 76.83
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      UPWARD HEAT FLUX AT THE SURFACE
      units :
      W m-2
      stagger :
      array([[[ -51.464603,  -57.129086,  -60.678772, ...,  -59.576088,
                -53.86854 ,  -40.501465],
              [ -45.649517, -117.14143 , -129.16298 , ...,  -40.43804 ,
                -39.34298 ,  -42.870552],
              [ -35.51115 , -125.205185, -172.69269 , ...,  -35.61116 ,
                -37.589615,  -31.429926],
              ...,
              [-116.04751 ,  -84.77834 ,  -77.917625, ...,   87.70078 ,
                 87.4941  ,   86.97487 ],
              [-117.32775 ,  -86.612114,  -85.74755 , ...,   81.258896,
                 82.21475 ,   82.34311 ],
              [-110.72959 , -106.675705, -104.652504, ...,   69.86059 ,
                 73.44442 ,   76.8257  ]]], dtype=float32)
    • QFX
      (Time, south_north, west_east)
      float32
      4.435e-06 5.208e-06 ... 3.258e-05
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      UPWARD MOISTURE FLUX AT THE SURFACE
      units :
      kg m-2 s-1
      stagger :
      array([[[4.43542604e-06, 5.20831509e-06, 6.17046226e-06, ...,
               1.39402555e-05, 1.33660169e-05, 1.08094227e-05],
              [4.08818687e-06, 3.90440255e-05, 4.77731046e-05, ...,
               8.64391768e-06, 8.98401504e-06, 1.10322835e-05],
              [2.91904712e-06, 4.58154973e-05, 8.06494572e-05, ...,
               7.78577032e-06, 8.51392451e-06, 7.28346822e-06],
              ...,
              [4.27025007e-05, 2.91332581e-05, 2.68756157e-05, ...,
               3.71732640e-05, 3.73449511e-05, 3.62253486e-05],
              [4.24527861e-05, 3.04549922e-05, 3.22275373e-05, ...,
               3.49415823e-05, 3.55662414e-05, 3.45986191e-05],
              [3.91616522e-05, 3.80728816e-05, 3.60014601e-05, ...,
               2.88904685e-05, 3.06753900e-05, 3.25764158e-05]]], dtype=float32)
    • LH
      (Time, south_north, west_east)
      float32
      13.92 18.12 22.26 ... 76.69 81.44
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LATENT HEAT FLUX AT THE SURFACE
      units :
      W m-2
      stagger :
      array([[[ 13.9204235,  18.119799 ,  22.261024 , ...,  75.04299  ,
                67.04065  ,  46.946762 ],
              [ 13.546431 ,  94.9037   , 130.72293  , ...,  45.106236 ,
                43.33682  ,  47.533302 ],
              [  9.574098 , 119.24007  , 253.18875  , ...,  36.31132  ,
                40.36313  ,  32.647797 ],
              ...,
              [126.13453  ,  84.01656  ,  78.56326  , ...,  92.93316  ,
                93.36238  ,  90.56337  ],
              [124.849945 ,  88.638664 ,  94.413826 , ...,  87.35396  ,
                88.9156   ,  86.49655  ],
              [114.18377  , 111.1732   , 104.82269  , ...,  72.22617  ,
                76.68848  ,  81.44104  ]]], dtype=float32)
    • ACHFX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWARD HEAT FLUX AT THE SURFACE
      units :
      J m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ACLHF
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ACCUMULATED UPWARD LATENT HEAT FLUX AT THE SURFACE
      units :
      J m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SOILT1
      (Time, south_north, west_east)
      float32
      280.3 280.8 281.3 ... 280.5 280.8
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      TEMPERATURE INSIDE SNOW
      units :
      K
      stagger :
      array([[[280.28754, 280.79208, 281.2656 , ..., 273.80807, 273.80716,
               274.09915],
              [279.70456, 280.22748, 280.78674, ..., 273.98102, 273.8192 ,
               274.02908],
              [279.13043, 279.66602, 280.28143, ..., 274.35623, 273.86505,
               273.831  ],
              ...,
              [274.80228, 277.27332, 277.13464, ..., 280.48535, 280.62457,
               280.7894 ],
              [274.59634, 277.22327, 277.1187 , ..., 280.41736, 280.5844 ,
               280.7787 ],
              [274.22644, 274.29865, 274.58398, ..., 280.34894, 280.54523,
               280.76898]]], dtype=float32)
    • SNOWC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      FLAG INDICATING SNOW COVERAGE (1 FOR SNOW COVER)
      units :
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • SR
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      fraction of frozen precipitation
      units :
      -
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               1.1993518e-07, 1.4026999e-07, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               5.3837618e-07, 2.3980053e-07, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)
    • SAVE_TOPO_FROM_REAL
      (Time)
      int32
      0
      FieldType :
      106
      MemoryOrder :
      0
      description :
      1=original topo from real/0=topo modified by WRF
      units :
      flag
      stagger :
      array([0], dtype=int32)
    • WSPD10MAX
      (Time, south_north, west_east)
      float32
      6.901 7.479 7.877 ... 9.827 9.967
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      WIND SPD MAX 10 M
      units :
      m s-1
      stagger :
      array([[[ 6.9012327,  7.4787397,  7.876824 , ...,  3.3404894,
                3.170346 ,  2.929823 ],
              [ 7.9192505,  8.328499 ,  8.668179 , ...,  2.8557148,
                2.8017585,  3.0194404],
              [ 8.656542 ,  8.367089 ,  8.610718 , ...,  2.7826853,
                2.77685  ,  3.1322773],
              ...,
              [ 8.306396 ,  7.7629166,  7.7593117, ..., 12.563533 ,
               11.998956 , 11.8776045],
              [ 8.147397 ,  7.566361 ,  7.4934964, ..., 11.771559 ,
               11.295598 , 11.086857 ],
              [ 8.415592 ,  8.209953 ,  8.082684 , ...,  9.739951 ,
                9.826574 ,  9.967349 ]]], dtype=float32)
    • W_UP_MAX
      (Time, south_north, west_east)
      float32
      0.07289 0.07256 ... 0.5002 0.5002
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX Z-WIND UPDRAFT
      units :
      m s-1
      stagger :
      array([[[0.07288533, 0.07255956, 0.07799298, ..., 0.03290891,
               0.03168439, 0.03128963],
              [0.07463954, 0.07409631, 0.08035991, ..., 0.03310294,
               0.0318112 , 0.03136006],
              [0.07997955, 0.078243  , 0.08266944, ..., 0.01747645,
               0.02698389, 0.02655412],
              ...,
              [0.03987331, 0.03878816, 0.02035221, ..., 0.45043975,
               0.5076641 , 0.50750697],
              [0.04573768, 0.0453209 , 0.03826612, ..., 0.32381105,
               0.5001768 , 0.5001725 ],
              [0.04514608, 0.04482314, 0.03791077, ..., 0.32381254,
               0.5001839 , 0.5001652 ]]], dtype=float32)
    • W_DN_MAX
      (Time, south_north, west_east)
      float32
      -0.05625 -0.05645 ... -0.03958
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX Z-WIND DOWNDRAFT
      units :
      m s-1
      stagger :
      array([[[-0.05625172, -0.05645105, -0.05547469, ..., -0.00512068,
               -0.00377334, -0.00393926],
              [-0.05314234, -0.05371213, -0.05280204, ..., -0.00472338,
               -0.00339724, -0.00371921],
              [-0.02728983, -0.02829841, -0.04581824, ..., -0.01481302,
               -0.01019238, -0.01057161],
              ...,
              [-0.0089697 , -0.00954517, -0.02968737, ..., -0.08069592,
               -0.09969737, -0.09994523],
              [-0.00117613, -0.00322949, -0.00282589, ..., -0.01069439,
               -0.03961198, -0.03960504],
              [-0.00817999, -0.01078259, -0.00704944, ..., -0.01069524,
               -0.03959166, -0.03958068]]], dtype=float32)
    • REFD_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX DERIVED RADAR REFL
      units :
      dbZ
      stagger :
      array([[[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ],
              [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ],
              [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ],
              ...,
              [ 0.      ,  0.      ,  0.      , ..., 35.472084, 34.158146,
                0.      ],
              [ 0.      ,  0.      ,  0.      , ..., 29.35907 , 29.25364 ,
                0.      ],
              [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ]]], dtype=float32)
    • UP_HELI_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX UPDRAFT HELICITY
      units :
      m2 s-2
      stagger :
      array([[[0.        , 0.        , 0.        , ..., 0.00173308,
               0.00140914, 0.        ],
              [0.        , 0.        , 0.        , ..., 0.00173308,
               0.00140914, 0.        ],
              [0.        , 0.        , 0.        , ..., 0.00163024,
               0.001281  , 0.        ],
              ...,
              [0.        , 0.        , 0.        , ..., 0.        ,
               0.        , 0.        ],
              [0.00015762, 0.00015762, 0.00015442, ..., 0.        ,
               0.        , 0.        ],
              [0.        , 0.        , 0.        , ..., 0.        ,
               0.        , 0.        ]]], dtype=float32)
    • W_MEAN
      (Time, south_north, west_east)
      float32
      -0.1518 -0.1524 ... 0.8407 0.8406
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      HOURLY MEAN Z-WIND
      units :
      m s-1
      stagger :
      array([[[-0.15177156, -0.15243538, -0.10804926, ...,  0.16794626,
                0.15601917,  0.15338567],
              [-0.1412746 , -0.14311329, -0.09892955, ...,  0.16948019,
                0.15756135,  0.15427835],
              [-0.04922997, -0.05546897,  0.01755647, ...,  0.0774838 ,
                0.11896539,  0.11590215],
              ...,
              [ 0.1614093 ,  0.15401882, -0.03095121, ...,  1.0327556 ,
                0.8932358 ,  0.89198744],
              [ 0.21058024,  0.20381331,  0.09102848, ...,  0.59455764,
                0.8406206 ,  0.84060824],
              [ 0.19910729,  0.19387671,  0.08496848, ...,  0.59450126,
                0.84065074,  0.84060836]]], dtype=float32)
    • GRPL_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX COL INT GRAUPEL
      units :
      kg m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • HAIL_MAXK1
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX HAIL DIAMETER K=1
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • HAIL_MAX2D
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX HAIL DIAMETER ENTIRE COLUMN
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ISEEDARR_SPPT
      (Time, seed_dim_stag)
      int32
      0 0
      FieldType :
      106
      MemoryOrder :
      Z
      description :
      Array to hold seed for restart, SPPT
      units :
      stagger :
      Z
      array([[0, 0]], dtype=int32)
    • ISEEDARR_SKEBS
      (Time, seed_dim_stag)
      int32
      0 0
      FieldType :
      106
      MemoryOrder :
      Z
      description :
      Array to hold seed for restart, SKEBS
      units :
      stagger :
      Z
      array([[0, 0]], dtype=int32)
    • ISEEDARR_RAND_PERTURB
      (Time, seed_dim_stag)
      int32
      0 0
      FieldType :
      106
      MemoryOrder :
      Z
      description :
      Array to hold seed for restart, RAND_PERT
      units :
      stagger :
      Z
      array([[0, 0]], dtype=int32)
    • ISEEDARRAY_SPP_CONV
      (Time, seed_dim_stag)
      int32
      0 0
      FieldType :
      106
      MemoryOrder :
      Z
      description :
      Array to hold seed for restart, RAND_PERT2
      units :
      stagger :
      Z
      array([[0, 0]], dtype=int32)
    • ISEEDARRAY_SPP_PBL
      (Time, seed_dim_stag)
      int32
      0 0
      FieldType :
      106
      MemoryOrder :
      Z
      description :
      Array to hold seed for restart, RAND_PERT3
      units :
      stagger :
      Z
      array([[0, 0]], dtype=int32)
    • ISEEDARRAY_SPP_LSM
      (Time, seed_dim_stag)
      int32
      0 0
      FieldType :
      106
      MemoryOrder :
      Z
      description :
      Array to hold seed for restart, RAND_PERT4
      units :
      stagger :
      Z
      array([[0, 0]], dtype=int32)
    • TCOLI_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX TOTAL COLUMN INTEGRATED ICE
      units :
      kg m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • GRPL_FLX_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      MAX PSEUDO GRAUPEL FLUX
      units :
      g kg-1 m s-1
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • REFD_COM
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 24.3 34.09 34.55
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      DERIVED COMPOSITE RADAR REFL
      units :
      dbZ
      stagger :
      array([[[ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ],
              [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ],
              [ 0.      ,  0.      ,  0.      , ...,  0.      ,  0.      ,
                0.      ],
              ...,
              [ 0.      ,  0.      ,  0.      , ..., 34.772102, 37.814896,
               39.01752 ],
              [ 0.      ,  0.      ,  0.      , ..., 23.839571, 33.776676,
               34.547756],
              [ 0.      ,  0.      ,  0.      , ..., 24.300795, 34.09225 ,
               34.548145]]], dtype=float32)
    • REFD
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 4.64 4.829 4.825
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      DERIVED RADAR REFL
      units :
      dbZ
      stagger :
      array([[[ 0.       ,  0.       ,  0.       , ...,  0.       ,
                0.       ,  0.       ],
              [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                0.       ,  0.       ],
              [ 0.       ,  0.       ,  0.       , ...,  0.       ,
                0.       ,  0.       ],
              ...,
              [ 0.       ,  0.       ,  0.       , ..., 10.109572 ,
               12.12536  ,  0.       ],
              [ 0.       ,  0.       ,  0.       , ...,  3.3049588,
                4.871006 ,  0.       ],
              [ 0.       ,  0.       ,  0.       , ...,  4.639611 ,
                4.828847 ,  4.8248334]]], dtype=float32)
    • ECHOTOP
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 4.654e+03 4.643e+03
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      ECHO TOP HEIGHT FROM Ze
      units :
      m
      stagger :
      array([[[   0.    ,    0.    ,    0.    , ...,    0.    ,    0.    ,
                  0.    ],
              [   0.    ,    0.    ,    0.    , ...,    0.    ,    0.    ,
                  0.    ],
              [   0.    ,    0.    ,    0.    , ...,    0.    ,    0.    ,
                  0.    ],
              ...,
              [   0.    ,    0.    ,    0.    , ..., 5149.148 , 5065.498 ,
               5034.4854],
              [   0.    ,    0.    ,    0.    , ..., 2712.1826, 4804.6943,
               4673.4536],
              [   0.    ,    0.    ,    0.    , ..., 2759.0688, 4654.435 ,
               4642.981 ]]], dtype=float32)
    • FZLEV
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      FREEZING LEVEL
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ICINGTOP
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      TOPMOST ICING LEVEL
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ICINGBOT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      BOTTOMMOST ICING LEVEL
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • QICING_LG_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      COLUMN MAX ICING MIXING RATIO (>50 um)
      units :
      kg kg-1
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • QICING_SM_MAX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      COLUMN MAX ICING MIXING RATIO (<50 um)
      units :
      kg kg-1
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ICING_LG
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      TOTAL COLUMN INTEGRATED ICING (>50 um)
      units :
      kg m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • ICING_SM
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      TOTAL COLUMN INTEGRATED ICING (<50 um)
      units :
      kg m-2
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_MSLP
      (Time, south_north, west_east)
      float32
      1.009e+05 1.009e+05 ... 1.014e+05
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Mean sea level pressure
      units :
      Pa
      stagger :
      array([[[100893.49 , 100895.64 , 100899.26 , ..., 101518.63 ,
               101523.16 , 101530.39 ],
              [100955.22 , 101026.89 , 101043.48 , ..., 101533.66 ,
               101537.29 , 101520.44 ],
              [101021.1  , 101083.484, 101113.35 , ..., 101523.586,
               101527.03 , 101510.68 ],
              ...,
              [102015.49 , 102022.09 , 102006.73 , ..., 101392.56 ,
               101408.984, 101399.984],
              [102003.28 , 102012.02 , 101993.54 , ..., 101405.375,
               101418.05 , 101407.164],
              [102000.9  , 101984.56 , 101963.16 , ..., 101404.89 ,
               101418.086, 101420.39 ]]], dtype=float32)
    • AFWA_HEATIDX
      (Time, south_north, west_east)
      float32
      298.6 298.7 298.7 ... 276.5 276.7
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Heat index
      units :
      K
      stagger :
      array([[[298.60986, 298.67313, 298.71445, ..., 293.01202, 293.12958,
               293.23767],
              [298.20227, 297.95953, 298.0631 , ..., 292.6974 , 292.81873,
               293.1831 ],
              [297.85272, 298.01065, 292.80966, ..., 292.55386, 292.69748,
               292.32123],
              ...,
              [275.49017, 275.2071 , 275.13187, ..., 276.58533, 276.66626,
               276.84982],
              [275.6432 , 275.2846 , 275.25784, ..., 276.56705, 276.63907,
               276.80054],
              [275.30582, 275.29205, 275.45825, ..., 276.41763, 276.49963,
               276.66153]]], dtype=float32)
    • AFWA_WCHILL
      (Time, south_north, west_east)
      float32
      299.9 300.1 300.2 ... 270.7 270.8
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Wind chill
      units :
      K
      stagger :
      array([[[299.9139 , 300.09982, 300.19162, ..., 293.44598, 293.6385 ,
               293.86914],
              [298.6419 , 295.99026, 295.2377 , ..., 293.21182, 293.3703 ,
               293.7833 ],
              [297.12692, 294.45218, 292.30423, ..., 293.08264, 293.23813,
               292.72342],
              ...,
              [269.9677 , 269.82846, 269.77097, ..., 270.1236 , 270.28317,
               270.5338 ],
              [270.19772, 269.96945, 269.9855 , ..., 270.28656, 270.42258,
               270.6664 ],
              [269.68073, 269.74454, 269.9924 , ..., 270.6151 , 270.65952,
               270.78635]]], dtype=float32)
    • AFWA_FITS
      (Time, south_north, west_east)
      float32
      300.7 300.8 300.9 ... 282.0 282.2
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Fighter Index of Thermal Stress
      units :
      K
      stagger :
      array([[[300.66614, 300.80353, 300.8848 , ..., 298.40927, 298.38586,
               298.4192 ],
              [299.78952, 298.2688 , 298.0216 , ..., 298.37622, 298.3627 ,
               298.53586],
              [298.76254, 297.28638, 296.53036, ..., 298.42435, 298.43723,
               298.19565],
              ...,
              [278.9069 , 278.86517, 278.91046, ..., 282.0641 , 282.15692,
               282.4333 ],
              [279.08755, 278.9578 , 279.01294, ..., 282.0151 , 282.09763,
               282.35254],
              [278.78598, 278.78757, 278.95914, ..., 281.88745, 281.9795 ,
               282.1609 ]]], dtype=float32)
    • AFWA_TLYRBOT
      (Time, num_turb_layers)
      float32
      1.5e+03 3e+03 ... 9.1e+03 1.07e+04
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      AFWA Diagnostic: Turbulence layer AGL bottom
      units :
      m
      stagger :
      array([[ 1500.,  3000.,  4600.,  6100.,  7600.,  9100., 10700.]],
            dtype=float32)
    • AFWA_TLYRTOP
      (Time, num_turb_layers)
      float32
      3e+03 4.6e+03 ... 1.07e+04 1.27e+04
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      AFWA Diagnostic: Turbulence layer AGL top
      units :
      m
      stagger :
      array([[ 3000.,  4600.,  6100.,  7600.,  9100., 10700., 12700.]],
            dtype=float32)
    • AFWA_TURB
      (Time, num_turb_layers, south_north, west_east)
      float32
      10.3 8.038 4.625 ... 8.447 7.485
      FieldType :
      104
      MemoryOrder :
      XYZ
      description :
      AFWA Diagnostic: Turbulence index
      units :
      dimensionless
      stagger :
      array([[[[1.0297265e+01, 8.0375242e+00, 4.6254759e+00, ...,
                1.4543242e+00, 1.7378494e+00, 2.4100125e-01],
               [7.2683797e+00, 1.4273986e+01, 1.0061140e+01, ...,
                1.0495592e+00, 1.1657528e+00, 4.0139288e-01],
               [2.6976731e+00, 8.4792662e+00, 8.3305998e+00, ...,
                1.0995272e+00, 9.1225374e-01, 1.1411010e+00],
               ...,
               [6.4017844e-01, 2.4727318e+00, 2.3758945e+00, ...,
                2.1335941e+01, 1.6212675e+01, 1.6637653e+01],
               [7.7132511e-01, 2.4071448e+00, 2.0855010e+00, ...,
                8.6591320e+00, 1.6683941e+01, 1.4558838e+01],
               [1.4254082e+00, 1.0332974e+00, 1.4289918e+00, ...,
                1.1695146e+01, 1.5797036e+01, 1.6631517e+01]],
      
              [[7.3282404e+00, 4.8981333e+00, 1.4568787e+00, ...,
                1.8666925e-01, 3.0093598e-01, 1.2765666e-02],
               [7.5745707e+00, 1.0755492e+01, 7.6330967e+00, ...,
                4.2630216e-01, 2.3144034e-01, 1.8982264e-01],
               [5.9205747e+00, 7.8010702e+00, 6.8725247e+00, ...,
                5.3211218e-01, 3.4655958e-01, 4.6955761e-01],
      ...
               [1.4084444e+00, 1.6353436e+00, 1.6671560e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [1.4357052e+00, 1.3655704e+00, 1.3294686e+00, ...,
                0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
               [1.9761599e+00, 1.9439379e+00, 2.0859652e+00, ...,
                2.3931506e-01, 3.9836006e+00, 6.9912958e-01]],
      
              [[3.8171044e-01, 3.5976323e-01, 6.9860083e-01, ...,
                1.8325443e+00, 2.1359994e+00, 2.0862842e+00],
               [1.0532997e+00, 1.4425062e-01, 2.8163356e-01, ...,
                1.2864119e+00, 2.3370478e+00, 1.0654621e+00],
               [1.3159370e+00, 2.7006853e-01, 3.7407863e-01, ...,
                1.5985821e+00, 2.8034248e+00, 4.0444618e-01],
               ...,
               [9.1638613e-01, 1.0554299e+00, 1.1074505e+00, ...,
                0.0000000e+00, 0.0000000e+00, 6.3775296e+00],
               [8.5399508e-01, 9.2302144e-01, 1.0166972e+00, ...,
                0.0000000e+00, 3.0767134e-01, 7.0822501e+00],
               [1.1000919e+00, 1.1347792e+00, 1.3174607e+00, ...,
                3.9167683e+00, 8.4465857e+00, 7.4854603e+00]]]], dtype=float32)
    • AFWA_LLTURB
      (Time, south_north, west_east)
      float32
      0.3832 0.3909 ... 0.6346 0.6475
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Low Level Turbulence index
      units :
      dimensionless
      stagger :
      array([[[0.38315684, 0.39089835, 0.39281142, ..., 0.3895141 ,
               0.37888747, 0.36551803],
              [0.39932042, 0.3890478 , 0.37158787, ..., 0.36459154,
               0.35749322, 0.37014145],
              [0.40724128, 0.3846978 , 0.36274505, ..., 0.35767013,
               0.3570699 , 0.37941527],
              ...,
              [0.96122205, 0.9545628 , 0.9546075 , ..., 0.68574363,
               0.6909007 , 0.71340966],
              [0.9623697 , 0.95481527, 0.9545274 , ..., 0.6694536 ,
               0.67833036, 0.68728304],
              [0.9653174 , 0.96428216, 0.9643507 , ..., 0.61910444,
               0.6346472 , 0.64747596]]], dtype=float32)
    • AFWA_LLTURBLGT
      (Time, south_north, west_east)
      float32
      3.241 3.873 4.038 ... 52.49 56.6
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Prob of LGT Low-level Turb
      units :
      %
      stagger :
      array([[[ 3.241435 ,  3.8730524,  4.0377946, ...,  3.7559862,
                2.9171412,  2.0121622],
              [ 4.624005 ,  3.716959 ,  2.4022608, ...,  1.9556552,
                1.5494387,  2.306167 ],
              [ 5.39095  ,  3.3626795,  1.8454413, ...,  1.5589895,
                1.5267059,  2.9563062],
              ...,
              [90.       , 90.       , 90.       , ..., 69.74914  ,
               71.62655  , 80.112915 ],
              [90.       , 90.       , 90.       , ..., 63.982475 ,
               67.094    , 70.30694  ],
              [90.       , 90.       , 90.       , ..., 47.73171  ,
               52.494717 , 56.596653 ]]], dtype=float32)
    • AFWA_LLTURBMDT
      (Time, south_north, west_east)
      float32
      0.2715 0.413 0.4525 ... 20.01 21.85
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Prob of MDT Low-level Turb
      units :
      %
      stagger :
      array([[[2.71450460e-01, 4.13005412e-01, 4.52546805e-01, ...,
               3.85520846e-01, 2.06045613e-01, 5.94589785e-02],
              [6.00616753e-01, 3.76476139e-01, 1.15070365e-01, ...,
               5.25708832e-02, 1.38637200e-02, 1.00167163e-01],
              [8.09026659e-01, 2.97267795e-01, 4.01076749e-02, ...,
               1.45261344e-02, 1.23415487e-02, 2.13643715e-01],
              ...,
              [7.00000000e+01, 7.00000000e+01, 7.00000000e+01, ...,
               2.78329735e+01, 2.86945648e+01, 3.26089516e+01],
              [7.00000000e+01, 7.00000000e+01, 7.00000000e+01, ...,
               2.51976185e+01, 2.66174316e+01, 2.80887852e+01],
              [7.00000000e+01, 7.00000000e+01, 7.00000000e+01, ...,
               1.78807507e+01, 2.00058880e+01, 2.18498211e+01]]], dtype=float32)
    • AFWA_LLTURBSVR
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 ... 4.801 5.506 6.124
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Prob of SVR Low-level Turb
      units :
      %
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [5.2436241e-03, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [3.1497023e+01, 3.0753984e+01, 3.0758942e+01, ...,
               8.1649418e+00, 8.4623184e+00, 9.8225613e+00],
              [3.1625969e+01, 3.0782001e+01, 3.0750057e+01, ...,
               7.2605238e+00, 7.7467809e+00, 8.2531528e+00],
              [3.1958384e+01, 3.1841431e+01, 3.1849173e+01, ...,
               4.8006763e+00, 5.5059295e+00, 6.1244354e+00]]], dtype=float32)
    • AFWA_TOTPRECIP
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Total simulation precip
      units :
      mm
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 7.1915945e-29, 6.5365019e-24, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 2.6386307e-27, 2.0105386e-15, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [0.0000000e+00, 3.0249730e-03, 2.6671315e-02, ...,
               2.2945641e+01, 2.0788301e+01, 0.0000000e+00],
              [0.0000000e+00, 4.7495388e-03, 2.3968421e-02, ...,
               2.5547832e+01, 2.2887232e+01, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)
    • AFWA_RAIN
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Rain fall
      units :
      mm
      stagger :
      array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 2.1574782e-28, 1.9609503e-23, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              [0.0000000e+00, 7.9158949e-27, 6.0316145e-15, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00],
              ...,
              [0.0000000e+00, 9.0749180e-03, 8.0013908e-02, ...,
               6.8836914e+01, 6.2364674e+01, 0.0000000e+00],
              [0.0000000e+00, 1.4248609e-02, 7.1905263e-02, ...,
               7.6643387e+01, 6.8661911e+01, 0.0000000e+00],
              [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,
               0.0000000e+00, 0.0000000e+00, 0.0000000e+00]]], dtype=float32)
    • AFWA_SNOW
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Liq Equiv Snow fall
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_ICE
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Ice fall
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_FZRA
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Freezing rain fall
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_SNOWFALL
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Snow fall
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_VIS
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Visibility
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_VIS_ALPHA
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Vis alpha Weibull term
      units :
      dimensionless
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_VIS_DUST
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Visibility due to dust
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_CLOUD
      (Time, south_north, west_east)
      float32
      3.463 3.465 3.51 ... 24.6 26.24
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Cloud cover fraction
      units :
      fraction
      stagger :
      array([[[ 3.4627585,  3.465302 ,  3.509942 , ...,  0.       ,
                0.       ,  0.       ],
              [ 3.0327497,  2.9121547,  2.8087492, ...,  0.       ,
                0.       ,  0.       ],
              [ 2.4582546,  2.4320128,  2.3647578, ...,  0.       ,
                0.       ,  0.       ],
              ...,
              [ 0.       ,  0.       ,  0.       , ..., 21.877728 ,
               20.408426 , 18.961782 ],
              [ 0.       ,  0.       ,  0.       , ..., 18.883753 ,
               21.383305 , 26.191996 ],
              [ 0.       ,  0.       ,  0.       , ..., 23.539347 ,
               24.600105 , 26.238556 ]]], dtype=float32)
    • AFWA_CLOUD_CEIL
      (Time, south_north, west_east)
      float32
      3.574e+03 3.597e+03 ... 347.6 344.8
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Cloud ceiling
      units :
      m
      stagger :
      array([[[3574.0132 , 3597.464  , 3614.5122 , ...,  612.7175 ,
               5454.808  , 5490.0586 ],
              [3571.4004 , 3594.4478 , 3620.0295 , ...,  676.925  ,
               5454.4116 , 5489.1924 ],
              [3568.189  , 3591.0542 , 3619.285  , ...,  677.848  ,
                745.0977 , 5491.259  ],
              ...,
              [ 816.5375 ,  885.1395 ,  885.3436 , ...,  319.84094,
                327.69885,  354.2829 ],
              [ 886.0088 ,  886.2745 ,  886.74243, ...,  320.69574,
                326.6644 ,  348.16956],
              [ 816.4767 ,  816.8556 ,  885.7743 , ...,  344.20703,
                347.6499 ,  344.84564]]], dtype=float32)
    • AFWA_CAPE
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Convective Avail Pot Energy
      units :
      J kg-1
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_CIN
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Convective Inhibition
      units :
      J kg-1
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_ZLFC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Level of Free Convection
      units :
      m
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_PLFC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Pressure of LFC
      units :
      Pa
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_LIDX
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Surface Lifted Index
      units :
      K
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_PWAT
      (Time, south_north, west_east)
      float32
      23.1 23.26 23.43 ... 20.55 20.69
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Precipitable Water
      units :
      kg m-2
      stagger :
      array([[[23.0993   , 23.256693 , 23.428614 , ..., 19.792479 ,
               19.67928  , 19.943813 ],
              [22.1657   , 22.506248 , 22.9268   , ..., 20.122606 ,
               19.997704 , 20.461922 ],
              [21.18951  , 21.660612 , 22.325016 , ..., 20.631367 ,
               20.490305 , 20.88439  ],
              ...,
              [ 4.1896143,  4.3169713,  4.4229283, ..., 21.056337 ,
               21.062725 , 20.993149 ],
              [ 4.2460337,  4.340203 ,  4.4323463, ..., 20.731222 ,
               20.812511 , 20.846273 ],
              [ 4.188769 ,  4.2348523,  4.32249  , ..., 20.441101 ,
               20.54838  , 20.689468 ]]], dtype=float32)
    • AFWA_HAIL
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Hail Diameter (Weibull)
      units :
      mm
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • AFWA_LLWS
      (Time, south_north, west_east)
      float32
      5.705 6.122 6.216 ... 7.757 7.423
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: 0-2000 ft wind shear
      units :
      m s-1
      stagger :
      array([[[ 5.704874 ,  6.1223702,  6.216274 , ...,  7.1053095,
                7.256786 ,  7.6019244],
              [ 5.339753 ,  5.964813 ,  5.8323927, ...,  7.9680862,
                7.9867506,  7.926607 ],
              [ 5.0423203,  5.574237 ,  5.513011 , ...,  8.533612 ,
                8.508992 ,  8.28897  ],
              ...,
              [12.113449 , 12.887156 , 13.110315 , ...,  5.8216977,
                5.567235 ,  5.4338546],
              [12.104289 , 12.9302635, 13.096477 , ...,  6.2335916,
                6.03953  ,  6.1355743],
              [11.910598 , 12.232778 , 12.310387 , ...,  8.04336  ,
                7.7565956,  7.42288  ]]], dtype=float32)
    • AFWA_TORNADO
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      AFWA Diagnostic: Tornado wind speed (Weibull)
      units :
      m s-1
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • C1H
      (Time, bottom_top)
      float32
      1.007 1.021 1.036 ... -0.0 -0.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      half levels, c1h = d bf / d eta, using znw
      units :
      Dimensionless
      stagger :
      array([[ 1.0068642 ,  1.0207212 ,  1.0358125 ,  1.051527  ,  1.0677555 ,
               1.0851666 ,  1.1033236 ,  1.1223117 ,  1.1423751 ,  1.1633813 ,
               1.1851524 ,  1.2079434 ,  1.2314765 ,  1.2557136 ,  1.2798603 ,
               1.3041326 ,  1.3285004 ,  1.3527247 ,  1.3769811 ,  1.4010911 ,
               1.4247764 ,  1.4482158 ,  1.4712566 ,  1.4936328 ,  1.5154555 ,
               1.5373232 ,  1.5594012 ,  1.5816113 ,  1.6034036 ,  1.6241574 ,
               1.6430304 ,  1.659306  ,  1.6717427 ,  1.6789867 ,  1.6795181 ,
               1.671451  ,  1.6526666 ,  1.6198874 ,  1.5682136 ,  1.4921769 ,
               1.3857445 ,  1.2421356 ,  1.0544934 ,  0.8168541 ,  0.525189  ,
               0.17874837, -0.        , -0.        , -0.        , -0.        ]],
            dtype=float32)
    • C2H
      (Time, bottom_top)
      float32
      -652.1 -1.969e+03 ... 9.5e+04
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      half levels, c2h = (1-c1h)*(p0-pt)
      units :
      Pa
      stagger :
      array([[  -652.0981,  -1968.5137,  -3402.1873,  -4895.0674,  -6436.7686,
               -8090.8247,  -9815.74  , -11619.612 , -13525.636 , -15521.228 ,
              -17589.479 , -19754.627 , -21990.271 , -24292.791 , -26586.725 ,
              -28892.596 , -31207.537 , -33508.844 , -35813.207 , -38103.656 ,
              -40353.76  , -42580.504 , -44769.38  , -46895.117 , -48968.27  ,
              -51045.707 , -53143.11  , -55253.07  , -57323.34  , -59294.957 ,
              -61087.887 , -62634.074 , -63815.555 , -64503.734 , -64554.22  ,
              -63787.844 , -62003.324 , -58889.297 , -53980.29  , -46756.805 ,
              -36645.723 , -23002.887 ,  -5176.8755,  17398.86  ,  45107.047 ,
               78018.91  ,  95000.    ,  95000.    ,  95000.    ,  95000.    ]],
            dtype=float32)
    • C1F
      (Time, bottom_top_stag)
      float32
      1.0 1.014 1.028 ... -0.0 -0.0 0.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      full levels, c1f = d bf / d eta, using znu
      units :
      Dimensionless
      stagger :
      Z
      array([[ 1.        ,  1.0141034 ,  1.0284907 ,  1.0438824 ,  1.059833  ,
               1.0768903 ,  1.0944396 ,  1.1131245 ,  1.1327311 ,  1.1531672 ,
               1.1746534 ,  1.1968211 ,  1.2201434 ,  1.243776  ,  1.2679611 ,
               1.2922481 ,  1.3164767 ,  1.3408402 ,  1.3650712 ,  1.3891846 ,
               1.4131392 ,  1.4366925 ,  1.459923  ,  1.4825579 ,  1.5047745 ,
               1.5269101 ,  1.5488396 ,  1.5710806 ,  1.5929744 ,  1.6142565 ,
               1.6339918 ,  1.6515536 ,  1.6657746 ,  1.6755149 ,  1.6792632 ,
               1.6753308 ,  1.6616993 ,  1.635346  ,  1.5926272 ,  1.528257  ,
               1.4365021 ,  1.3108245 ,  1.1448473 ,  0.93202484,  0.6678339 ,
               0.3496833 ,  0.08446192, -0.        , -0.        , -0.        ,
               0.        ]], dtype=float32)
    • C2F
      (Time, bottom_top_stag)
      float32
      0.0 -1.34e+03 ... 9.5e+04 9.5e+04
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      full levels, c2f = (1-c1f)*(p0-pt)
      units :
      Pa
      stagger :
      Z
      array([[     0.    ,  -1339.8242,  -2706.613 ,  -4168.825 ,  -5684.1396,
               -7304.583 ,  -8971.765 , -10746.826 , -12609.452 , -14550.889 ,
              -16592.074 , -18698.004 , -20913.627 , -23158.717 , -25456.309 ,
              -27763.572 , -30065.287 , -32379.82  , -34681.76  , -36972.535 ,
              -39248.227 , -41485.785 , -43692.688 , -45843.    , -47953.574 ,
              -50056.457 , -52139.758 , -54252.652 , -56332.57  , -58354.367 ,
              -60229.223 , -61897.594 , -63248.586 , -64173.918 , -64530.008 ,
              -64156.42  , -62861.434 , -60357.875 , -56299.582 , -50184.418 ,
              -41467.7   , -29528.328 , -13760.491 ,   6457.6406,  31555.777 ,
               61780.09  ,  86976.12  ,  95000.    ,  95000.    ,  95000.    ,
               95000.    ]], dtype=float32)
    • C3H
      (Time, bottom_top)
      float32
      0.9984 0.9951 0.9915 ... 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      half levels, c3h = bh
      units :
      Dimensionless
      stagger :
      array([[0.9984394 , 0.99514353, 0.99154377, 0.98768145, 0.98354805,
              0.9790251 , 0.9741001 , 0.9688128 , 0.9630359 , 0.9567511 ,
              0.9499382 , 0.9425777 , 0.9345857 , 0.9260037 , 0.9170012 ,
              0.9075031 , 0.8974979 , 0.8869723 , 0.8758469 , 0.8641778 ,
              0.85195416, 0.8390958 , 0.8255915 , 0.81150717, 0.79676044,
              0.78072786, 0.7629162 , 0.7430421 , 0.7208997 , 0.696363  ,
              0.6692387 , 0.63926303, 0.6062807 , 0.5702571 , 0.53104633,
              0.4887442 , 0.4434629 , 0.39440247, 0.3409699 , 0.28396583,
              0.22492564, 0.16600406, 0.11025003, 0.06169153, 0.02502745,
              0.00514795, 0.        , 0.        , 0.        , 0.        ]],
            dtype=float32)
    • C4H
      (Time, bottom_top)
      float32
      1.014 5.368 ... 5.538e+03 1.72e+03
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      half levels, c4h = (eta-bh)*(p0-pt), using znu
      units :
      Pa
      stagger :
      array([[1.01357698e+00, 5.36799431e+00, 1.48412590e+01, 3.02657490e+01,
              5.24342041e+01, 8.31133118e+01, 1.23486519e+02, 1.74533432e+02,
              2.38841766e+02, 3.18144257e+02, 4.14377441e+02, 5.29370300e+02,
              6.66356079e+02, 8.26150208e+02, 1.00688965e+03, 1.21095276e+03,
              1.43944922e+03, 1.69363049e+03, 1.97628821e+03, 2.28685620e+03,
              2.62635352e+03, 2.99765112e+03, 3.40180786e+03, 3.83731763e+03,
              4.30726074e+03, 4.83285400e+03, 5.43246143e+03, 6.11875488e+03,
              6.90177979e+03, 7.78876709e+03, 8.78857324e+03, 9.91201270e+03,
              1.11643350e+04, 1.25440742e+04, 1.40508496e+04, 1.56708008e+04,
              1.73837734e+04, 1.91945117e+04, 2.10833613e+04, 2.29552422e+04,
              2.46595645e+04, 2.59868633e+04, 2.66569980e+04, 2.63205566e+04,
              2.45881426e+04, 2.10759453e+04, 1.57747500e+04, 1.01792500e+04,
              5.53850000e+03, 1.71950012e+03]], dtype=float32)
    • C3F
      (Time, bottom_top_stag)
      float32
      1.0 0.9969 0.9934 ... 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      full levels, c3f = bf
      units :
      Dimensionless
      stagger :
      Z
      array([[1.        , 0.99687874, 0.99340826, 0.98967934, 0.98568356,
              0.98141253, 0.9766378 , 0.9715625 , 0.9660632 , 0.96000856,
              0.95349365, 0.94638276, 0.9387727 , 0.93039864, 0.9216087 ,
              0.9123937 , 0.9026126 , 0.8923832 , 0.8815614 , 0.87013245,
              0.8582232 , 0.8456851 , 0.8325064 , 0.8186766 , 0.80433774,
              0.7891832 , 0.7722726 , 0.7535598 , 0.7325244 , 0.709275  ,
              0.6834509 , 0.65502644, 0.62349963, 0.5890618 , 0.55145246,
              0.5106402 , 0.4668482 , 0.42007765, 0.3687273 , 0.31321248,
              0.25471914, 0.19513215, 0.13687599, 0.08362406, 0.039759  ,
              0.01029591, 0.        , 0.        , 0.        , 0.        ,
              0.        ]], dtype=float32)
    • C4F
      (Time, bottom_top_stag)
      float32
      0.0 2.021 8.714 ... 3.439e+03 0.0
      FieldType :
      104
      MemoryOrder :
      Z
      description :
      full levels, c4f = (eta-bf)*(p0-pt), using znw
      units :
      Pa
      stagger :
      Z
      array([[0.0000000e+00, 2.0214915e+00, 8.7144966e+00, 2.0962357e+01,
              3.9563477e+01, 6.5310600e+01, 1.0091036e+02, 1.4606267e+02,
              2.0299852e+02, 2.7468503e+02, 3.6160349e+02, 4.6714008e+02,
              5.9159485e+02, 7.4112860e+02, 9.1117737e+02, 1.1026019e+03,
              1.3192979e+03, 1.5595948e+03, 1.8276661e+03, 2.1249160e+03,
              2.4487964e+03, 2.8039106e+03, 3.1913916e+03, 3.6122241e+03,
              4.0624165e+03, 4.5520986e+03, 5.1136035e+03, 5.7513188e+03,
              6.4861851e+03, 7.3173745e+03, 8.2601650e+03, 9.3169863e+03,
              1.0507033e+04, 1.1821632e+04, 1.3266517e+04, 1.4835183e+04,
              1.6506424e+04, 1.8261121e+04, 2.0127908e+04, 2.2038812e+04,
              2.3871680e+04, 2.5447447e+04, 2.6526281e+04, 2.6787713e+04,
              2.5853393e+04, 2.3322889e+04, 1.8829000e+04, 1.2720500e+04,
              7.6380000e+03, 3.4390002e+03, 0.0000000e+00]], dtype=float32)
    • PCB
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      base state dry air mass in column
      units :
      Pa
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • PC
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      perturbation dry air mass in column
      units :
      Pa
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • LANDMASK
      (Time, south_north, west_east)
      float32
      1.0 1.0 1.0 1.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LAND MASK (1 FOR LAND, 0 FOR WATER)
      units :
      stagger :
      array([[[1., 1., 1., ..., 1., 1., 1.],
              [1., 1., 1., ..., 1., 1., 1.],
              [1., 1., 1., ..., 1., 1., 1.],
              ...,
              [1., 1., 1., ..., 0., 0., 0.],
              [1., 1., 1., ..., 0., 0., 0.],
              [1., 1., 1., ..., 0., 0., 0.]]], dtype=float32)
    • LAKEMASK
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 1.0 1.0 1.0 1.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      LAKE MASK (1 FOR LAKE, 0 FOR NON-LAKE)
      units :
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 1., 1., 1.],
              [0., 0., 0., ..., 1., 1., 1.],
              [0., 0., 0., ..., 1., 1., 1.]]], dtype=float32)
    • SST
      (Time, south_north, west_east)
      float32
      280.3 280.8 281.3 ... 280.5 280.8
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SEA SURFACE TEMPERATURE
      units :
      K
      stagger :
      array([[[280.28754, 280.79208, 281.2656 , ..., 273.80807, 273.80716,
               274.09915],
              [279.70456, 280.22748, 280.78674, ..., 273.98102, 273.8192 ,
               274.02908],
              [279.13043, 279.66602, 280.28143, ..., 274.35623, 273.86505,
               273.831  ],
              ...,
              [274.80228, 274.89554, 275.0391 , ..., 280.48535, 280.62457,
               280.7894 ],
              [274.59634, 274.6488 , 274.85092, ..., 280.41736, 280.5844 ,
               280.7787 ],
              [274.22644, 274.29865, 274.58398, ..., 280.34894, 280.54523,
               280.76898]]], dtype=float32)
    • SST_INPUT
      (Time, south_north, west_east)
      float32
      0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0
      FieldType :
      104
      MemoryOrder :
      XY
      description :
      SEA SURFACE TEMPERATURE FROM WRFLOWINPUT FILE
      units :
      K
      stagger :
      array([[[0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              ...,
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.],
              [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)
    • TITLE :
      OUTPUT FROM WRF V4.3.3 MODEL
      START_DATE :
      2023-11-06_12:00:00
      SIMULATION_START_DATE :
      2023-11-06_12:00:00
      WEST-EAST_GRID_DIMENSION :
      156
      SOUTH-NORTH_GRID_DIMENSION :
      140
      BOTTOM-TOP_GRID_DIMENSION :
      51
      DX :
      9000.0
      DY :
      9000.0
      AERCU_OPT :
      0
      AERCU_FCT :
      1.0
      IDEAL_CASE :
      0
      DIFF_6TH_SLOPEOPT :
      0
      AUTO_LEVELS_OPT :
      2
      DIFF_6TH_THRESH :
      0.1
      DZBOT :
      50.0
      DZSTRETCH_S :
      1.3
      DZSTRETCH_U :
      1.1
      SKEBS_ON :
      0
      USE_Q_DIABATIC :
      0
      GRIDTYPE :
      C
      DIFF_OPT :
      1
      KM_OPT :
      4
      DAMP_OPT :
      3
      DAMPCOEF :
      0.2
      KHDIF :
      0.0
      KVDIF :
      0.0
      MP_PHYSICS :
      4
      RA_LW_PHYSICS :
      4
      RA_SW_PHYSICS :
      4
      SF_SFCLAY_PHYSICS :
      2
      SF_SURFACE_PHYSICS :
      3
      BL_PBL_PHYSICS :
      2
      CU_PHYSICS :
      3
      SF_LAKE_PHYSICS :
      0
      SURFACE_INPUT_SOURCE :
      1
      SST_UPDATE :
      0
      GRID_FDDA :
      0
      GFDDA_INTERVAL_M :
      0
      GFDDA_END_H :
      0
      GRID_SFDDA :
      0
      SGFDDA_INTERVAL_M :
      0
      SGFDDA_END_H :
      0
      HYPSOMETRIC_OPT :
      2
      USE_THETA_M :
      1
      GWD_OPT :
      0
      SF_URBAN_PHYSICS :
      0
      SF_SURFACE_MOSAIC :
      0
      SF_OCEAN_PHYSICS :
      0
      SHCU_PHYSICS :
      0
      MFSHCONV :
      0
      FEEDBACK :
      1
      SMOOTH_OPTION :
      0
      SWRAD_SCAT :
      1.0
      W_DAMPING :
      0
      DT :
      72.0
      ADAPT_DT_START :
      36.0
      ADAPT_DT_MAX :
      72.0
      ADAPT_DT_MIN :
      15.0
      RADT :
      10.0
      BLDT :
      0.0
      CUDT :
      0.0
      AER_OPT :
      0
      SWINT_OPT :
      0
      AER_TYPE :
      1
      AER_AOD550_OPT :
      1
      AER_ANGEXP_OPT :
      1
      AER_SSA_OPT :
      1
      AER_ASY_OPT :
      1
      AER_AOD550_VAL :
      0.12
      AER_ANGEXP_VAL :
      1.3
      AER_SSA_VAL :
      0.85
      AER_ASY_VAL :
      0.9
      MOIST_ADV_OPT :
      4
      SCALAR_ADV_OPT :
      4
      TKE_ADV_OPT :
      4
      DIFF_6TH_OPT :
      2
      DIFF_6TH_FACTOR :
      0.12
      OBS_NUDGE_OPT :
      0
      BUCKET_MM :
      -1.0
      BUCKET_J :
      -1.0
      PREC_ACC_DT :
      0.0
      ISFTCFLX :
      0
      ISHALLOW :
      0
      ISFFLX :
      1
      ICLOUD :
      1
      ICLOUD_CU :
      0
      TRACER_PBLMIX :
      1
      SCALAR_PBLMIX :
      0
      YSU_TOPDOWN_PBLMIX :
      1
      GRAV_SETTLING :
      0
      DFI_OPT :
      0
      NTASKS_X :
      2
      NTASKS_Y :
      5
      NTASKS_TOTAL :
      10
      SIMULATION_INITIALIZATION_TYPE :
      REAL-DATA CASE
      WEST-EAST_PATCH_START_UNSTAG :
      1
      WEST-EAST_PATCH_END_UNSTAG :
      155
      WEST-EAST_PATCH_START_STAG :
      1
      WEST-EAST_PATCH_END_STAG :
      156
      SOUTH-NORTH_PATCH_START_UNSTAG :
      1
      SOUTH-NORTH_PATCH_END_UNSTAG :
      139
      SOUTH-NORTH_PATCH_START_STAG :
      1
      SOUTH-NORTH_PATCH_END_STAG :
      140
      BOTTOM-TOP_PATCH_START_UNSTAG :
      1
      BOTTOM-TOP_PATCH_END_UNSTAG :
      50
      BOTTOM-TOP_PATCH_START_STAG :
      1
      BOTTOM-TOP_PATCH_END_STAG :
      51
      GRID_ID :
      1
      PARENT_ID :
      0
      I_PARENT_START :
      1
      J_PARENT_START :
      1
      PARENT_GRID_RATIO :
      1
      CEN_LAT :
      40.499996
      CEN_LON :
      -92.5
      TRUELAT1 :
      35.5
      TRUELAT2 :
      45.5
      MOAD_CEN_LAT :
      40.499996
      STAND_LON :
      -92.5
      POLE_LAT :
      90.0
      POLE_LON :
      0.0
      GMT :
      12.0
      JULYR :
      2023
      JULDAY :
      310
      MAP_PROJ :
      1
      MAP_PROJ_CHAR :
      Lambert Conformal
      MMINLU :
      MODIFIED_IGBP_MODIS_NOAH
      NUM_LAND_CAT :
      21
      ISWATER :
      17
      ISLAKE :
      21
      ISICE :
      15
      ISURBAN :
      13
      ISOILWATER :
      14
      HYBRID_OPT :
      2
      ETAC :
      0.2
    InĀ [7]:
    # >> F. READ WRF Forecast Data file
    #
    # 1. Read in these fields: T2, U10, V10, XLAT, XLONG, AFWA_MSLP ... into array names that YOU choose.
    #      T2 is the 2 meter (above ground) temperature, a NWS (National Weather Service) standard.
    #      U10, V10 are the x- and y- component 2-D wind fields at 10 meters above ground, a NWS standard.
    #      XLAT, XLONG are the latitude and longitude fields for the entire domain - also 2-D.
    #      AFWA_MSLP is a type of mean-sea-level pressure using methods from the US Air Force Wx Agency.
    #      Names you give the arrays do NOT have to match names in the file.  I used "pres" for pressure.
    #
    #  >> Read EACH field with Xarray as:  arrayname = DS.NameOfField[0,:]
    #     Why? If you look at your "DS" listing in cell E, the first index is "time".
    #     Sometimes WRF files contain multiple forecast times (though ours does not).
    #     Reading it with DS.NameOfField[0,:] chooses time "0", the first in the file.
    #     This also means that when we use the array later, we don't have to preface everything with [0, .....]
    #
    # 2. Time for NumPy: use a FORMATTED print() to display the following
    #      quantities using np.min() and np.max():
    #         maximum temperature
    #         maximum U10, max V10,
    #         min AFWA_MSLP *to 2 decimal places*
    #     Add some words to indicate which number belongs to which field.
    #     This should all be inside ONE print() statement!!
    #     Also: when computing the minimum pressure, divide by 100 to convert
    #       from Pascals to millibars (mb -- the same as hPa).
    #
    # 3. No need to convert to mph or deg. Fahrenheit or anything like that here.
    #
    # CHECK: the max temp is 298.82, and min MSL pressure is 1004.45
    temp = DS.T2[0, :]
    u10 = DS.U10[0, :]
    v10 = DS.V10[0, :]
    lat = DS.XLAT[0, :]
    lon = DS.XLONG[0, :]
    pres = DS.AFWA_MSLP[0, :]
    
    print(f"Maximum Temperature: {np.max(temp):.2f} K, "
          f"Maximum U10: {np.max(u10):.2f} m/s, "
          f"Maximum V10: {np.max(v10):.2f} m/s, "
          f"Minimum AFWA MSLP: {np.min(pres)/100:.2f} mb")
    
    Maximum Temperature: 298.82 K, Maximum U10: 8.28 m/s, Maximum V10: 8.18 m/s, Minimum AFWA MSLP: 1004.45 mb
    
    InĀ [8]:
    # >> G. Regional map with Cartopy, Image, AND PRESSURE contours
    #
    # 1. Copy and paste code from cell D above.  Make map + Blue Marble image as before.
    #     NOTE you do NOT need to read the background Blue Marble file AGAIN -
    #       so you should OMIT the imread() here!!
    #
    # 2. After all the cell D code, add an ax.contour() call to show the pressure contours.
    #    This will look like: contour( lon, lat, pres, 20, transform=...put the right words here...)
    #     a) lon and lat are the longitude and latitude arrays - adjust to whatever you called them
    #     b) pres is the pressure field - adjust to whatever you named it
    #     c) 20 here = plot 20 contours.
    #     d) Also in the contour call, add these options: linestyles='solid', colors='red'
    #
    # 3. Add title:  G: Map, Blue Marble image and noisy pressure
    # 4. NOTICE:
    #     a) contours don't line up well with the map -- they "fan out" at higher latitudes
    #        ... this is because we aren't doing the map quite right!! (map projection issue)
    #     b) the pressure field is noisy!!  We fix that in the next cell.
    #     c) the map is bigger than the data region.  We fix that in the next cell.
    # CHECK: contours cut out in Ohio to the east, and Oklahoma to the south.
    
    fig = plt.figure(figsize=(15, 12))
    
    ax = plt.axes(projection=ccrs.PlateCarree())
    ax.imshow(world, origin='upper', transform=ccrs.PlateCarree(), extent=[-180, 180, -90, 90])
    ax.add_feature(cfeature.LAND)
    ax.add_feature(cfeature.LAKES, alpha=0.5, edgecolor='white')
    ax.add_feature(cfeature.RIVERS, edgecolor='cyan')
    ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='white')
    
    states_provinces = cfeature.STATES.with_scale('10m')
    ax.add_feature(states_provinces, edgecolor='white', linewidth=0.5, facecolor='none')
    
    ax.set_extent([-110, -80, 32, 50], crs=ccrs.PlateCarree())
    ax.set_title('G: Map, Blue Marble image and noisy pressure')
    ax.contour(lon, lat, pres, 20, linestyles='solid', colors='red', transform=ccrs.PlateCarree())
    
    Out[8]:
    <cartopy.mpl.contour.GeoContourSet at 0x13d6e5f14c0>
    No description has been provided for this image
    InĀ [9]:
    # >> H. MAP, IMAGE, and SMOOTHED Pressure
    #
    # 1. Copy / paste from last cell all your map, image and contour code.
    #       BUT >> we will plot smoothed pressure here, as we've done before!
    # 2. Smooth the pressure field with:
    #         psmooth = sp.ndimage.gaussian_filter(pres, sigma=2.0, order=0)
    #     ... where 'pres' is what I called the pressure field.  Adjust code to fit your names.
    #     ... then plot 'psmooth' INSTEAD of the original pressure field!!
    #
    # 3. Change the set_extent call to have less "open space" on the map around the data,
    #     but don't cut off any data!!  You should be eliminating most of Colorado, Ohio
    #
    # 4. The rivers are distracting now.  Show them with alpha=0.20
    #
    # 5. Set title to be:  H: Map, Image and Smoothed MSL Pressure
    
    psmooth = sp.ndimage.gaussian_filter(pres, sigma=2.0, order=0)
    
    fig = plt.figure(figsize=(15, 12))
    
    ax = plt.axes(projection=ccrs.PlateCarree())
    ax.imshow(world, origin='upper', transform=ccrs.PlateCarree(), extent=[-180, 180, -90, 90])
    ax.add_feature(cfeature.LAND)
    ax.add_feature(cfeature.LAKES, alpha=0.2, edgecolor='white')
    ax.add_feature(cfeature.RIVERS, edgecolor='cyan')
    ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='white')
    
    states_provinces = cfeature.STATES.with_scale('10m')
    ax.add_feature(states_provinces, edgecolor='white', linewidth=0.5, facecolor='none')
    
    ax.set_extent([-102, -83, 34, 47], crs=ccrs.PlateCarree())
    ax.set_title('G: Map, Blue Marble image and noisy pressure')
    ax.contour(lon, lat, psmooth, 20, linestyles='solid', colors='red', transform=ccrs.PlateCarree())
    
    Out[9]:
    <cartopy.mpl.contour.GeoContourSet at 0x13d6e695580>
    No description has been provided for this image
    InĀ [10]:
    # >> I. LAMBERT Map Projection
    #
    # 1. Copy / paste from the last cell.
    # 2. We're going to CHANGE the plt.axes() call to reflect what was used in
    #    the WRF model forecast for this case.
    #    a) Change from ccrs.PlateCarree() to ccrs.LambertConformal()
    #    b) Inside the parentheses after "Conformal", put these options --
    #        .. separated by commas between options ..
    #           central_longitude=-92.5
    #           central_latitude=40.5
    #           standard_parallels=(35.5, 45.5)
    #           globe=None, cutoff=10
    #       With these changes the data edges should parallel the map edges.
    #       Note: leave the rest of your code the same, with PlateCarree() still used
    #         in the imshow() and plt.contour() calls.
    # 3. Use title: I: Image and Pressure on Lambert map projection
    psmooth = sp.ndimage.gaussian_filter(pres, sigma=2.0, order=0)
    
    fig = plt.figure(figsize=(15, 12))
    
    ax = plt.axes(projection=ccrs.LambertConformal(
        central_longitude=-92.5,
        central_latitude=40.5,
        standard_parallels=(35.5, 45.5),
        globe=None,
        cutoff=10
    ))
    ax.imshow(world, origin='upper', transform=ccrs.PlateCarree(), extent=[-180, 180, -90, 90])
    ax.add_feature(cfeature.LAND)
    ax.add_feature(cfeature.LAKES, alpha=0.2, edgecolor='white')
    ax.add_feature(cfeature.RIVERS, edgecolor='cyan')
    ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='white')
    
    states_provinces = cfeature.STATES.with_scale('10m')
    ax.add_feature(states_provinces, edgecolor='white', linewidth=0.5, facecolor='none')
    
    ax.set_extent([-102, -83, 34, 47], crs=ccrs.PlateCarree())
    ax.set_title('I: Image and Pressure on Lambert map projection')
    ax.contour(lon, lat, psmooth, 20, linestyles='solid', colors='red', transform=ccrs.PlateCarree())
    
    Out[10]:
    <cartopy.mpl.contour.GeoContourSet at 0x13d6bcdf260>
    No description has been provided for this image
    InĀ [11]:
    # >> J. ADD AIRPORTS and L at CYCLONE CENTER
    #
    # 1. Copy / paste from the last cell.
    #
    # 2. Show these cities/airports as we have done before.
    #    Here are required cities - but >> ADD ONE MORE CITY OF YOUR OWN <<
    #     cities = [["CVG",39.00,-84.70],
    #               ["ORD",41.98,-87.91],
    #               ["STL",38.70,-90.40],
    #               ["IND",39.71,-86.29]]
    #
    # 3. Show a low pressure center with a big "L", like this:
    #   a) FIND the low pressure center with:
    #          x,y = np.where( psmooth == np.min(psmooth) )
    #      This gives us coordinates for the lowest pressure.
    #      These are actually grid indices, where 0,0 would be the
    #      first point in the data array.
    #
    #   b) SHOW the low pressure center with an ax.text() call, like
    #           ax.text( X, Y, TEXT, option, option..)
    #      but here: X is lon[x,y], Y is lat[x,y], TEXT is 'L',
    #      Use these options:
    #        horizontalalignment='center'
    #        transform=ccrs.PlateCarree()
    #        color='white'
    #        fontsize=28
    # 4. Use title:  J: Map and pressure with airports and L
    # 5. Noted above but I'll repeat myself:
    #      Add ONE airport/city to "cities" of your choosing!
    
    
    psmooth = sp.ndimage.gaussian_filter(pres, sigma=2.0, order=0)
    
    fig = plt.figure(figsize=(15, 12))
    
    ax = plt.axes(projection=ccrs.LambertConformal(
        central_longitude=-92.5,
        central_latitude=40.5,
        standard_parallels=(35.5, 45.5),
        globe=None,
        cutoff=10
    ))
    
    ax.imshow(world, origin='upper', transform=ccrs.PlateCarree(), extent=[-180, 180, -90, 90])
    ax.add_feature(cfeature.LAND)
    ax.add_feature(cfeature.LAKES, alpha=0.2, edgecolor='white')
    ax.add_feature(cfeature.RIVERS, edgecolor='cyan', alpha=0.2)
    ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='white')
    
    states_provinces = cfeature.STATES.with_scale('10m')
    ax.add_feature(states_provinces, edgecolor='white', linewidth=0.5, facecolor='none')
    ax.set_extent([-102, -83, 34, 47], crs=ccrs.PlateCarree())
    
    cities = [["CVG",39.00,-84.70],
              ["ORD",41.98,-87.91],
              ["STL",38.70,-90.40],
              ["IND",39.71,-86.29],
              ["MDW",41.78,-87.75]]
    
    x, y = np.where(psmooth == np.min(psmooth))
    lon_min = lon[x[0], y[0]]
    lat_min = lat[x[0], y[0]]
    
    ax.text(lon_min, lat_min, 'L',
            horizontalalignment='center',
            transform=ccrs.PlateCarree(),
            color='white',
            fontsize=28)
    
    for city in cities:
        code, lat_city, lon_city = city
        ax.scatter(lon_city, lat_city, marker='^', color='yellow', s=100, transform=ccrs.PlateCarree())
        ax.text(lon_city, lat_city + 0.3, code, transform=ccrs.PlateCarree(), color='yellow', horizontalalignment='center')
    
    ax.contour(lon, lat, psmooth, 20, linestyles='solid', colors='red', transform=ccrs.PlateCarree())
    ax.set_title('J: Map and pressure with airports and L')
    
    Out[11]:
    Text(0.5, 1.0, 'J: Map and pressure with airports and L')
    No description has been provided for this image
    InĀ [12]:
    # >> K. ADD TEMPERATURE
    #
    # 1. Copy / paste from the last cell.
    # 2. Show cities/airports as before.
    # 3. Show pressure contours in white this time.
    # 4. Smooth the temperature field and show 20 contours in dashed red
    # 5. Use title:  K: Map and pressure, temperature
    # 6. Show pressure L center but in cyan here.
    tsmooth = sp.ndimage.gaussian_filter(temp, sigma=2.0, order=0)
    
    fig = plt.figure(figsize=(15, 12))
    
    ax = plt.axes(projection=ccrs.LambertConformal(
        central_longitude=-92.5,
        central_latitude=40.5,
        standard_parallels=(35.5, 45.5),
        globe=None,
        cutoff=10
    ))
    
    ax.imshow(world, origin='upper', transform=ccrs.PlateCarree(), extent=[-180, 180, -90, 90])
    ax.add_feature(cfeature.LAND)
    ax.add_feature(cfeature.LAKES, alpha=0.2, edgecolor='white')
    ax.add_feature(cfeature.RIVERS, edgecolor='cyan', alpha=0.2)
    ax.add_feature(cfeature.BORDERS, linestyle=':', edgecolor='white')
    
    states_provinces = cfeature.STATES.with_scale('10m')
    ax.add_feature(states_provinces, edgecolor='white', linewidth=0.5, facecolor='none')
    ax.set_extent([-102, -83, 34, 47], crs=ccrs.PlateCarree())
    
    cities = [["CVG",39.00,-84.70],
              ["ORD",41.98,-87.91],
              ["STL",38.70,-90.40],
              ["IND",39.71,-86.29],
              ["MDW",41.78,-87.75]]
    
    x, y = np.where(psmooth == np.min(psmooth))
    lon_min = lon[x[0], y[0]]
    lat_min = lat[x[0], y[0]]
    
    ax.text(lon_min, lat_min, 'L',
            horizontalalignment='center',
            transform=ccrs.PlateCarree(),
            color='cyan',
            fontsize=28)
    
    for city in cities:
        code, lat_city, lon_city = city
        ax.scatter(lon_city, lat_city, marker='^', color='yellow', s=100, transform=ccrs.PlateCarree())
        ax.text(lon_city, lat_city + 0.3, code, transform=ccrs.PlateCarree(), color='yellow', horizontalalignment='center')
    
    ax.contour(lon, lat, psmooth, 20, linestyles='solid', colors='white', transform=ccrs.PlateCarree())
    ax.contour(lon, lat, tsmooth, 20, linestyles='dashed', colors='red', transform=ccrs.PlateCarree())
    ax.set_title('K: Map and pressure, temperature')
    
    Out[12]:
    Text(0.5, 1.0, 'K: Map and pressure, temperature')
    No description has been provided for this image
    InĀ [13]:
    # USE THIS cell to SAVE NOTEBOOK as HTML
    # %%shell
    # jupyter nbconvert --to html  NAME